{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/miniconda3/envs/pt/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "TrOCRProcessor:\n",
       "- image_processor: ViTImageProcessor {\n",
       "  \"do_normalize\": true,\n",
       "  \"do_rescale\": true,\n",
       "  \"do_resize\": true,\n",
       "  \"image_mean\": [\n",
       "    0.5,\n",
       "    0.5,\n",
       "    0.5\n",
       "  ],\n",
       "  \"image_processor_type\": \"ViTImageProcessor\",\n",
       "  \"image_std\": [\n",
       "    0.5,\n",
       "    0.5,\n",
       "    0.5\n",
       "  ],\n",
       "  \"processor_class\": \"TrOCRProcessor\",\n",
       "  \"resample\": 2,\n",
       "  \"rescale_factor\": 0.00392156862745098,\n",
       "  \"size\": {\n",
       "    \"height\": 384,\n",
       "    \"width\": 384\n",
       "  }\n",
       "}\n",
       "\n",
       "- tokenizer: RobertaTokenizerFast(name_or_path='processor/microsoft/trocr-base-handwritten', vocab_size=50265, model_max_length=512, is_fast=True, padding_side='right', truncation_side='right', special_tokens={'bos_token': '<s>', 'eos_token': '</s>', 'unk_token': '<unk>', 'sep_token': '</s>', 'pad_token': '<pad>', 'cls_token': '<s>', 'mask_token': '<mask>'}, clean_up_tokenization_spaces=True),  added_tokens_decoder={\n",
       "\t0: AddedToken(\"<s>\", rstrip=False, lstrip=False, single_word=False, normalized=True, special=True),\n",
       "\t1: AddedToken(\"<pad>\", rstrip=False, lstrip=False, single_word=False, normalized=True, special=True),\n",
       "\t2: AddedToken(\"</s>\", rstrip=False, lstrip=False, single_word=False, normalized=True, special=True),\n",
       "\t3: AddedToken(\"<unk>\", rstrip=False, lstrip=False, single_word=False, normalized=True, special=True),\n",
       "\t50264: AddedToken(\"<mask>\", rstrip=False, lstrip=True, single_word=False, normalized=True, special=True),\n",
       "}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "import random\n",
    "from transformers import TrOCRProcessor\n",
    "\n",
    "processor = TrOCRProcessor.from_pretrained(\n",
    "    'processor/microsoft/trocr-base-handwritten')\n",
    "\n",
    "processor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Dataset({\n",
       "     features: ['image', 'text'],\n",
       "     num_rows: 68000\n",
       " }),\n",
       " {'image': <PIL.PngImagePlugin.PngImageFile image mode=RGB size=34x26>,\n",
       "  'text': '竺航欣'})"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datasets import load_from_disk, Dataset\n",
    "\n",
    "def f():\n",
    "    dataset = load_from_disk('dataset/lansinuote/ocr_id_card_small')['train']\n",
    "    for data in dataset:\n",
    "        for box in data['ocr']:\n",
    "            image = data['image'].crop(box['box'])\n",
    "            yield {'image': image, 'text': box['word']}\n",
    "\n",
    "\n",
    "dataset = Dataset.from_generator(f)\n",
    "\n",
    "dataset, dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=384x384>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import PIL.Image\n",
    "\n",
    "\n",
    "def pad(image):\n",
    "    w, h = image.size\n",
    "\n",
    "    ratio = 384 / max(w, h)\n",
    "\n",
    "    w = int(ratio * w)\n",
    "    h = int(ratio * h)\n",
    "\n",
    "    image = image.resize([w, h])\n",
    "\n",
    "    pad = PIL.Image.new('RGB', [384, 384], 'black')\n",
    "    pad.paste(image, [0, 0])\n",
    "\n",
    "    return pad\n",
    "\n",
    "\n",
    "pad(PIL.Image.new('RGB', [100, 20], 'green'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8500,\n",
       " (tensor([[[[ 0.7333,  0.7333,  0.7333,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7333,  0.7333,  0.7333,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7333,  0.7333,  0.7333,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.7569,  0.7569,  0.7569,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7569,  0.7569,  0.7569,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7569,  0.7569,  0.7569,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.7176,  0.7176,  0.7176,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7176,  0.7176,  0.7176,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7176,  0.7176,  0.7176,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.7569,  0.7569,  0.7569,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7569,  0.7569,  0.7569,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7569,  0.7569,  0.7569,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.7804,  0.7804,  0.7804,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7804,  0.7804,  0.7804,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7804,  0.7804,  0.7804,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          [[[ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.8902,  0.8902,  0.8902,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8902,  0.8902,  0.8902,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8902,  0.8902,  0.8902,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.8902,  0.8902,  0.8902,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8902,  0.8902,  0.8902,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8902,  0.8902,  0.8902,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.9608,  0.9608,  0.9608,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9608,  0.9608,  0.9608,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9608,  0.9608,  0.9608,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.9608,  0.9608,  0.9608,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9608,  0.9608,  0.9608,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9608,  0.9608,  0.9608,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          [[[ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.9922,  0.9922,  0.9922,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          ...,\n",
       "  \n",
       "  \n",
       "          [[[ 0.6314,  0.6314,  0.6314,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.6314,  0.6314,  0.6314,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.6314,  0.6314,  0.6314,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.6314,  0.6314,  0.6314,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.6314,  0.6314,  0.6314,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.6314,  0.6314,  0.6314,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.7412,  0.7412,  0.7412,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7412,  0.7412,  0.7412,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7412,  0.7412,  0.7412,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.7412,  0.7412,  0.7412,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7412,  0.7412,  0.7412,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7412,  0.7412,  0.7412,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.7098,  0.7098,  0.7098,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7098,  0.7098,  0.7098,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7098,  0.7098,  0.7098,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.7098,  0.7098,  0.7098,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7098,  0.7098,  0.7098,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7098,  0.7098,  0.7098,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          [[[ 0.4039,  0.4039,  0.4039,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.4039,  0.4039,  0.4039,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.4039,  0.4039,  0.4039,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.4039,  0.4039,  0.4039,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.4039,  0.4039,  0.4039,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.4039,  0.4039,  0.4039,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.3333,  0.3333,  0.3333,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.3333,  0.3333,  0.3333,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.3333,  0.3333,  0.3333,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.3333,  0.3333,  0.3333,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.3333,  0.3333,  0.3333,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.3333,  0.3333,  0.3333,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.4588,  0.4588,  0.4588,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.4588,  0.4588,  0.4588,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.4588,  0.4588,  0.4588,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.4588,  0.4588,  0.4588,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.4588,  0.4588,  0.4588,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.4588,  0.4588,  0.4588,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          [[[ 0.7725,  0.7725,  0.7725,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7725,  0.7725,  0.7725,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7725,  0.7725,  0.7725,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.7725,  0.7725,  0.7725,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7725,  0.7725,  0.7725,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7725,  0.7725,  0.7725,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.8275,  0.8275,  0.8275,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8275,  0.8275,  0.8275,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8275,  0.8275,  0.8275,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.8275,  0.8275,  0.8275,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8275,  0.8275,  0.8275,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8275,  0.8275,  0.8275,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.8980,  0.8980,  0.8980,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8980,  0.8980,  0.8980,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8980,  0.8980,  0.8980,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.8980,  0.8980,  0.8980,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8980,  0.8980,  0.8980,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8980,  0.8980,  0.8980,  ..., -1.0000, -1.0000, -1.0000]]]],\n",
       "         device='cuda:0'),\n",
       "  tensor([[    0, 37127, 15389,  ...,     1,     1,     1],\n",
       "          [    0, 37127, 15389,  ...,     1,     1,     1],\n",
       "          [    0,   245,     2,  ...,     1,     1,     1],\n",
       "          ...,\n",
       "          [    0, 37127, 15389,  ...,     1,     1,     1],\n",
       "          [    0,   401,     2,  ...,     1,     1,     1],\n",
       "          [    0,   406,     2,  ...,     1,     1,     1]], device='cuda:0')))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def f(data):\n",
    "    image = [i['image'] for i in data]\n",
    "    text = [i['text'] for i in data]\n",
    "\n",
    "    image = [pad(i) for i in image]\n",
    "    pixel_values = processor(image,\n",
    "                             return_tensors='pt').pixel_values.to('cuda')\n",
    "\n",
    "    input_ids = processor.tokenizer(text,\n",
    "                                    truncation=True,\n",
    "                                    padding='max_length',\n",
    "                                    max_length=128,\n",
    "                                    return_tensors='pt').input_ids.to('cuda')\n",
    "\n",
    "    return pixel_values, input_ids\n",
    "\n",
    "\n",
    "loader = torch.utils.data.DataLoader(dataset,\n",
    "                                     batch_size=8,\n",
    "                                     shuffle=True,\n",
    "                                     drop_last=True,\n",
    "                                     collate_fn=f)\n",
    "\n",
    "len(loader), next(iter(loader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[-14.1799, -13.0640,  17.2174,  ..., -13.2261, -12.8938, -12.4115],\n",
      "         [-14.3717, -12.1054,  16.0542,  ..., -12.7422, -12.3026, -11.7065],\n",
      "         [-14.9569, -14.3023,  20.8267,  ..., -12.4403, -13.7137, -13.9828],\n",
      "         ...,\n",
      "         [-12.4660, -11.0656,  13.1166,  ..., -10.5550, -10.2515,  -9.0241],\n",
      "         [-12.2930, -10.8654,  12.5837,  ...,  -9.5283,  -9.6744,  -9.0811],\n",
      "         [-11.8245, -11.0631,  13.3300,  ..., -10.3409, -10.3689,  -9.8629]],\n",
      "\n",
      "        [[-13.0578, -12.1496,  10.7289,  ..., -10.6659, -11.7826, -10.5593],\n",
      "         [-12.0332, -11.2219,  11.0270,  ..., -10.3884, -10.2945,  -9.3870],\n",
      "         [ -8.1516,  -7.7701,   7.6458,  ...,  -7.0550,  -6.5954,  -5.0459],\n",
      "         ...,\n",
      "         [ -8.9883,  -9.7864,  11.1451,  ...,  -9.1666,  -8.3429,  -8.3415],\n",
      "         [ -8.8382,  -9.3286,  11.3010,  ...,  -8.7331,  -8.3127,  -7.7316],\n",
      "         [ -8.5409,  -9.2079,  11.3378,  ...,  -8.7921,  -7.8968,  -7.6786]],\n",
      "\n",
      "        [[-11.9076, -11.4643,  10.3825,  ..., -11.2948, -11.8032, -11.8309],\n",
      "         [-11.5243, -11.7499,  10.5268,  ..., -11.7983, -12.0296, -11.9798],\n",
      "         [ -9.5337,  -9.7968,  11.8648,  ...,  -8.8503, -10.3437, -10.2023],\n",
      "         ...,\n",
      "         [ -7.5683,  -8.9705,  11.0465,  ...,  -8.2484,  -8.5763,  -9.0812],\n",
      "         [ -8.2623,  -9.4077,  10.8883,  ...,  -7.4567,  -8.5700,  -8.9765],\n",
      "         [ -7.4813,  -8.1633,  11.1217,  ...,  -7.3792,  -8.3953,  -8.8950]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[ -8.8684,  -9.8002,  10.1323,  ...,  -9.8004,  -9.1245,  -8.4903],\n",
      "         [ -9.0563,  -9.8042,  10.2358,  ...,  -9.5408,  -9.4287,  -8.8977],\n",
      "         [-11.6356, -11.7590,   9.1616,  ..., -11.0848, -10.0772, -11.3860],\n",
      "         ...,\n",
      "         [ -6.9685,  -8.3870,  10.1240,  ...,  -8.8482,  -7.1515,  -9.0391],\n",
      "         [ -7.5302,  -8.5013,  10.0553,  ...,  -9.2139,  -6.9078,  -8.7764],\n",
      "         [ -7.5400,  -8.6731,   9.4477,  ...,  -9.0672,  -6.8381,  -8.7462]],\n",
      "\n",
      "        [[-10.6796, -10.2989,   9.5630,  ..., -11.2416, -11.3414, -10.0211],\n",
      "         [-10.5494, -11.0176,  10.2577,  ..., -11.0982, -11.2062, -10.6088],\n",
      "         [-10.4425,  -9.6006,  12.2676,  ..., -10.4797, -10.6933,  -9.7390],\n",
      "         ...,\n",
      "         [ -9.0518,  -9.2904,  10.9166,  ...,  -9.4248,  -9.4309,  -9.0744],\n",
      "         [ -9.8419,  -9.2907,  11.3729,  ...,  -9.7427,  -9.8956,  -9.2030],\n",
      "         [ -8.8740,  -9.2159,  10.3429,  ...,  -9.3661,  -8.8553,  -8.7095]],\n",
      "\n",
      "        [[-13.0992, -12.7169,  11.0494,  ..., -11.4056, -12.1455, -10.9049],\n",
      "         [-12.9784, -13.1114,   9.9228,  ..., -11.3140, -12.8505, -11.9315],\n",
      "         [-13.7587, -12.9741,  14.0700,  ..., -11.3380, -13.0799, -12.6075],\n",
      "         ...,\n",
      "         [-10.9999, -10.6683,  12.0208,  ...,  -8.7375,  -9.8440,  -9.8358],\n",
      "         [-11.4191, -10.6377,  12.3599,  ...,  -9.2214, -10.7300, -10.1681],\n",
      "         [-11.3739, -10.6047,  11.9908,  ...,  -9.5451, -10.1539, -10.2236]]],\n",
      "       device='cuda:0')\n"
     ]
    }
   ],
   "source": [
    "class Model(torch.nn.Module):\n",
    "\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        from transformers import VisionEncoderDecoderConfig, ViTModel, TrOCRForCausalLM\n",
    "\n",
    "        config = VisionEncoderDecoderConfig.from_pretrained(\n",
    "            'model/microsoft/trocr-base-stage1')\n",
    "\n",
    "        self.encoder = ViTModel(config.encoder)\n",
    "        self.decoder = TrOCRForCausalLM(config.decoder)\n",
    "\n",
    "        from transformers import VisionEncoderDecoderModel\n",
    "        parameters = VisionEncoderDecoderModel.from_pretrained(\n",
    "            'model/microsoft/trocr-base-stage1')\n",
    "        self.encoder.load_state_dict(parameters.encoder.state_dict())\n",
    "        self.decoder.load_state_dict(parameters.decoder.state_dict())\n",
    "        del parameters\n",
    "\n",
    "        self.train()\n",
    "        self.to('cuda')\n",
    "\n",
    "    def forward(self, pixel_values, input_ids):\n",
    "        last_hidden_state = self.encoder(pixel_values).last_hidden_state\n",
    "\n",
    "        input_ids_shifted = torch.zeros_like(input_ids)\n",
    "        input_ids_shifted[:, 1:] = input_ids[:, :-1].clone()\n",
    "        input_ids_shifted[:, 0] = processor.tokenizer.cls_token_id\n",
    "\n",
    "        return self.decoder(input_ids=input_ids_shifted,\n",
    "                            encoder_hidden_states=last_hidden_state).logits\n",
    "\n",
    "\n",
    "model = Model()\n",
    "\n",
    "with torch.no_grad():\n",
    "    print(model(*next(iter(loader))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import PIL.Image\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "\n",
    "def show(image):\n",
    "    image = image - image.min()\n",
    "    image = image / image.max() * 255\n",
    "    image = image.permute(1, 2, 0)\n",
    "    image = np.uint8(image.to('cpu').numpy())\n",
    "    image = PIL.Image.fromarray(image, 'RGB')\n",
    "\n",
    "    plt.figure(figsize=(1.5, 1.5))\n",
    "    plt.imshow(image)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "show(torch.randn(3, 100, 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<s>Insurance Institute for</s>'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def decode(input_ids):\n",
    "    input_ids = input_ids.to('cpu').tolist()\n",
    "\n",
    "    if processor.tokenizer.sep_token_id in input_ids:\n",
    "        idx = input_ids.index(processor.tokenizer.sep_token_id) + 1\n",
    "        input_ids = input_ids[:idx]\n",
    "\n",
    "    return processor.tokenizer.decode(input_ids)\n",
    "\n",
    "\n",
    "decode(torch.LongTensor([0, 19751, 12590, 2534, 13, 2, 1, 1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0 10.310846328735352\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>400261197910212818</s>\n",
      "</s>\n",
      "0 4000 0.9099838137626648\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>6</s>\n",
      "<s><s></s>\n",
      "0 8000 0.43903306126594543\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>615176200309248430</s>\n",
      "61561517620030248430</s>\n",
      "1 0 0.5980579853057861\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>汉</s>\n",
      "<s>汉</s>\n",
      "1 4000 0.1643870323896408\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>哈遂轩</s>\n",
      "<s>哈遂轩</s>\n",
      "1 8000 0.23409408330917358\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>451396196703294665</s>\n",
      "<s>451396196702965</s>\n",
      "2 0 0.002003859495744109\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>女</s>\n",
      "<s>女</s>\n",
      "2 4000 0.05571634694933891\n"
     ]
    },
    {
     "data": {
      "image/png": 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cx7jmmmtw7733nvHxz372s/j85z+PL37xi3jiiSfQarWwb98+pGlqn/OhD30IzzzzDL7+9a/jkUcewbe+9S3cfvvtb/xTYLYEavxLWUlUZYlCL4MUCZN1coSDwA/QanXQ6y1iaWkrti5vx9bl7Vhe3o6lLcvodheoFq4U0jS1edlEEzXLMru0GotdFDmUlBCcw/d8tFsdLCwsYXl5K7Zt24EdOy7Dju2XYXl5Gzodaggx7gYdf4xJPLYXVpalNvo2VtVxXHiejyAIEYYRWq0WWlEbrZa+RS2EUQtBEMDzPDiOgIKiXGpCF1eSJrZcyhmH53oIwxY6nR4WegtYWNiCxcUtFMB1egjCkAI4KVHptsTTuslmfo/zj3W7AbfccgtuueWWMz6mlMLnPvc5fOITn8Av/uIvAgD+5m/+Btu3b8eXv/xl3Hbbbfj+97+PI0eO4Lvf/S7e+c53AgC+8IUv4L3vfS/+5E/+BDt37nwTH8fkqKn6IyvqgKIAwnyxDK7j2l7PTqeLbreHXncRvuchDdJ6EE4p5HmKeDLWSf8UWUYEyvMMQtCSnmriFkVuW/WEEPD0stppd9DtLiAKyW9NU8oCtFptuI4LpaT1K5MkwSRJ4Hm+bQUsygKVpObn6UYYV3dt+X6AwA8gHBdCOPCDHIG+33V9OI6jl/KSzjdJkIUpiqiACpTupnL1lAFdEIwJAAyVlPZ8GGO6o6zUbsKFdQPOq8/6/PPP48SJE9i7d6+9r9frYffu3Th27Bhuu+02HDt2DAsLC5aoALB3715wzvHEE0/gAx/4wGnHXasiOBwOz3EWSqdYqvoLlTTOwTknS+M6ENyB7wfo9RbQ6y6i1+3BdT14fmCzAlVVIU5iiKGw3fNFniPPM+R5DiEoWCryHKUhqi4quIKsnx8ECMIIURihFbVtKTdNU4RhBM/zIbioK04FWeuJ7+tUWp3ThKp9SGquduAIF45w4OgLkAFwHReuSxkIX/cCcM4hK7oo0jRBlqc2sW+O5zNO1TlORJVSosgLhMEQjuPa+8pSTyhYA1AP1GxM0opwXsl64sQJADijQqB57MSJE9i2bdvsSTgOlpaW7HPWYj0qgkqBrKoe+1BSAozZJg7GBYTudg+DCN0uLXuddpesVeZRoryg8mk4CuC6LllbaVoAC01WgaKgZuhS5x2Z7mwi4vvwvQC+p61fEEAIB5xxRGELYRAh8Hx4rgshqORaFCXSLIOnrW9RmH7YuguMc9OwTfNPXJNMcA7JBASn3Kjpl/U9X383SvdG0MVWlCWkqjRZHTiC6bIyBxRQlZQD9n0fjiCqGCNQTWUD9CJEYzpTncHnG3ORDVirIjgcDnHFFVfMPsm2gprJTAUpoYkq4HoegjCEJxVcx0MQBIhCCig6nR5arbb9oYqS6uQUoNAPJXRfALkX5AsrRYWCqiwhK+rr5PqHd10XnuvB9ahji260JAPMLt2+H1AnlEMkrnSqLU1T3XGV1xedqskqNFGpzMq1xdXE5RyO0BeMtrCVfn1ZlCiKHHme02fQeWSTmhOCKmFSKhRlgSAhv5faFxV1rBmfVc1a1vpHUGcaRHjTOK9kNSqAJ0+exGWXXWbvP3nyJK699lr7nLVy7GVZYmVlZd0qgucCgyYO1ymZqEXlSACuS530URih1dKRsx+CcfLJhCDry5lpWDZWjOmhO0UJ8anuJrMkTs8/UenUgRBOvWw7DqSUcA2R9c11XUoz6ZbAPM+t61FVdSBTW9baopqJAvtvfc6O48LVbgArqeNr2lpb66jqHCvnIFJ6NdEdxwXjnDIsuiggdWrrQuZZz6uK4JVXXokdO3bMKAQOh0M88cQTViFwz5496Pf7OH78uH3Oo48+Cikldu/e/Ybfu45Kme2MErraFIUtdDs9LCwsYnFhCYsLi+h1aelvt9oIghCu59qco5JSJ751uogx6xcKIWwTC+y4Sz0GwxjTRCFicmsBuSUSWUZyFzwdCHm+D+EIKIDmrArqlpqOus3nqm+GoPajU3O4traOQ66AWR24Xhmml3Ib0ZuRG8bABSe3wHFoikFQj61p0DZEJ8ta09VSd4MKWeu2rOPxGP/zP/9j/37++efx1FNPYWlpCbt27cKdd96Jz3zmM/ixH/sxXHnllfjd3/1d7Ny5E+9///sBAO94xzvw8z//8/jIRz6CL37xiyiKAocOHcJtt9325jMBULZ0yoWAo1z4PuUBHcet86t2iXTh+wF8z4PjOCiLEpWkvtRMdxuVJc0eOdqvdE0T9vSUqCUrdM8rr60z51pvx3bT6XkoZo8XBAECPyTfGKAsRllQ5UiTwrQ7GGtfj07DHtSSDnoUWzhk3V0XVVXpLAcgK3JlrICFyZXqlZzpERjqNhPgQneY6fMyDT/yLL0BG1V4XTdZn3zySfzsz/6s/dv4kvv378cDDzyA3/7t30Ycx7j99tvR7/fx0z/90zhy5AiCILCv+du//VscOnQIN910EzjnuPXWW/H5z3/+zX8afVkbC+Totj7GqI3ONKFwTSZHOHAdD47rgjFOIyR6YC5JJ1MFBFZ3Q3meJa5SNNg3/cvUPiW3/a90alODiMRWCO7oCdGAghidYpKy0hU2nCOXyab+efpD1h2xK0JpLyrTSGMmb2vzqOz3R2M2vA64GLROAfUPTGda6s+kNoyowBsg63ve856zJoIB+pI+/elP49Of/vRZn7O0tIQHH3xwvW+9DjAwDnAISx5HOrNLqbZ6wnH0pgsMStUN2smEEv1FkYMBZIU98p1dTVYpmX3t7Hdgjj8r3zN7hrBpLM/34ekufCIr9eCCQUfcNazLoX1NZY+25vjG3dDBIaWuyEeVunlFTs2mzb52alTcEXbUxvqsFZFWVkaphXx4bjIBbxU3YB5gCMIEoCS3hNV2QzcpM/uj0LyTnGl6GccjxHGMPMsABnhTy7XnenAd1849zepJmSHDNUs1Zn1boB7gI7+Smk4Y47pbTJL3YA3DWquobHBk39uyhNZko0fFBa8DwzUBoXn6ad8hr1Nk9H3V81yVmV/TBRdpfN9zXJznA5uKrLX8jflvBnCt76TqJaoWeSAoRV86NXvUjdTjmFoISTTCRxiGCIJAW1cPYMwu9TOExfThTcLckLSupDHG4TimGkWVLM6ZbdI2omfQk7YKCpWSYLoHlXzG010R+tMs56xuytY9E2QNp8k6HaHV3yWtPHrujHNN9soWTKiphaqDUlL1ayNSVgabiqwENmORrJXlbOZxqFrphCZTc9uVFJvGlIT6Qt2Q+jrDMEQYhtYVMK16lrBgdcAidclXni6UYX5LztlMSssEQdN5S3MhmGPIqkKpqC/WpI9Od8umXo/pwEdBquo0ok6LadhvUV+IlH/legWqJYwMYaW2rFJKCMY3NJO1CclKOKuvaKwgqytdZjRlokeokyRGkqTI8xyu60A4LhURohbCMNI1d5d+IOHMuAJSKevTUcRMvuFsEAMbBHEuwDXhjcU1T+c6GKzJWleQ8kJXoM7RTDLNnDrqR03WKVdhWl+A7udw9IVUf0ZDeN13IeveCyklJFfgG9iIvWnJemZMzbvoL7UsSztIOB6NMB5TR32WUe3cLNFhGNVk1d1MVVXBEVqpT+delZQodVmz0NWtWuO0NqvTSXzO6SalIUy9KtjgSJdbTY4zz3Lb4DIt2GFFOqYcj2m91XrVUbVPq29rVQ8pm0C9ByYHDV0MMUFgVVWUBlN1vnajcImRdSYaoXmlskCS0lTqcDTEaDyiLECu2+eE7iPQZI2iFgI/gOt6KIvSzihRxMy0pZMo8gxFUctFTmuoWs5SNAbzPzL39SmaKhS15mmyFqXOA6dTTS7GB526SSKVEYibtqzUELMmzWbdDR38UTqF+hwcU27WWRMoq8MwbVk3enjwEiNrDauYZwf+hhgOBhjHY6RZikqS/+g6LoIg1ERtIwxC+H5ATSxO3e3kalJRibRAljPdNqh7B3QQUuclp35YhqkgR9/FGIRD4m2OY9Ju3Lb5JakeldZj0VS8gK28VbKsl2dZD/dZCaQzNMRMgy4+ylUbyzpb4KibhYzPavPOjRtwnqF9yyzLSISsv4rVwQrG46Gek1d6LCVAFEVot9pot9q2rc+MgrgutQK6ugoGBT1WLZHqvteyKlGpKetnF2njlNR+tPmNmW6yNi6HAlnaqiyRpKaBmsQzsiJHXmZQ0NOnRUH1/zU9AEpBuxy8Dp6MC2BSeJRKmSmsOMLVfuuUddVkPa1s21jW8wfjN1JfJqWqjCLfysoKRqMh8qLQQhcBolATtd1Gq90mzQDPg1JKN3B7tgXQcV0oALkmS6pFJkrTPG2zAjVpTX2Usak8qbZ6rudRx78fQIEsbVmVSJIJPNel8Zc0RpolyLJId/GXtt821+2LVVlZGU0iqg6ahAnuuG5U0W+POvCi/gAxU1wA4zq9RpkUI3AMNSsLer5xiZB1qmqtjOIfNVInkwlGowFW+yuk6zSJIWUFz/UQRSQdaYjaiiLqSeU0+Cd0z2gQhtriemCcWx0CO/5S6KW6Kuw8lM0WzFhbWJfAThrooE4qSRkIJZFnKSaJSxqt8RjxZAzfp77YqpJT07B6JKYqrYKh4I5NlYmp5b1OmelvbKoVUWhXgIItl/zXKesqqzV52w2quV4iZEWdFNdLlxGQGMdjjLS2UxyPUZQ5HIfUndttPXzXokZpXwdWnHGgpOCjDr4iBEGoy7DS9qSSb0nj1L7v1wIXGYlJmPmqqtJjzbrM6egmmyiKEEVtKwEkuIBUii60JMZwNEC/v0IlYc+HUgpZStOzSZIgn5o7E/q4RknQ0aVmZkvGs2bRlqp1f67r+dTBpYluq1r6e91IqwpcImS1zUkKemOHTE+rDq3aH0n9ZOB6zr/XXcTS4hYs9JbQbnVo+M6l4TuAgUvdghiQ0mAn7WI4GthiQZ7r4bw4Jj2t8dCO1SiptIbBGLEWnjAqMI7rwtHdWH4Q0EBgFKGsCoTasjuOA6kk4jjGqVdfRitqIY5jhEFIGlllieGQRDzMYKACbMtkoINEGncRa0oHs1+cyQWb7rBQ6yWYi1adkagbU3K9JMhqrIZJVU0mMYbDAQaDVQyGfYzjkRadkPA9H512B1uWlrFly1YsLhJZPc+3SyZNmZIsUBAEaLfbyIscw2Efvh8AjKEoKBAaj0cYDvvo91chKwnP8yClQpxMMBgOMBqPtFJKBiEEApDF9n0PYRggjCKEUQtFVaLVaiFq0Yh1XuSYxDFOvnwSSgHd7gpaUQu+F4AxmkIejQaY6GYcobMWgW46D4KQMhg6YKJGlTVfmy5ScKGnX6MI7XYbnHMEetSFmXSbzXBsHC4RsurKjaSBuckkJqW/1RUMB31M4jHyPINSCq7rodXqYKG3hMWFLei0e/D9kEqJmOp6AhHW8zy0Wm2UVYF2u4MwDOEIB1Jb10kywWg4RH91FWVR2uBskiQYDAZk1RNSWyFRCmGbZsIgpFsY2uN3uz10Ol2MxyMURYHV1RVUZYnhoI92q4MoasFxHGR5htF4hCxNUMkKLqeOsSiK0GpRoDgtXrw2oT/NPc4FPD9Au9VGV0sbhVELrufa9kFgupFmY7CpyWryisavMtWqsVaQXu2vYqitD2lekX9mlspAl1UBoKwqsDzXyfG6dc9xKL1VlC20Wm2EYQt+EMB16avNsxzjeKSF2nIKkgBkWaq1WxNKdWmf0vPq+bAwjPSclo+yDEkNZmELtiwtg+s0VlnkekeVzIp5uC4JcyR66JAJcj/CMJxJwbmuP5NfnbaL00UEwWkF6XRJqogxoNPpknV2p7MEbEMJu6nJahtLoFCVlfYjJ6Qm2CfZS6O2JysJx6WueM7rxo2qrKwcEBUAHOpT1bv3CZ1rpcIBLZPtVgdh2ILR2hqPx3CcU5gkMYTJxZYFhsMhsiyBUnJmBKfd7hChgkgPE1Kw1essYPu2HciyFGEQIo7HVn81y1JUZYk0TeE6rg0owdiM2kq310O310Or1YLveRA6ZaXWLOOmnRD6IoqiFhYXtiBLU4CB3KN2h3xfPRJkrWzTz7o+mNKh6cE0+qOTSYyBTlWtrq5o2csUSi/rXKdwTG+rUfMz8o+u68F163ERruvnRieq0+6i11vAcETFBQWFeDKGUpJKp7rGLiWlmIo8B2PkTkQREbXb6aHT7iIKWxS1cwe+G2Cht4DLdvwQOGNot9pYXV1BX+/WkmYZUi24YftkPR9h2EIUReh0Ouj2FtBbII2EdrutG745qK1yakTFfG86HSWEg1bUwpYty4BuSVxYWES320UYkTshtKRn08+6Tkx/Yaa7vShO3+BhoDePMDuRGGn3Um9kMdFaqDrOgCNcrTFFS3OoQl0YYDZ46XS6WFhYtFJAAJAXuW6mZroGT0uvGUikRhnSrep0uui0e2i3uwiDEK5wtR/L0Gl3sX0bCb5Rq2Jgya8ATBKqXhkEQYQwDNFpd9HtLqDX6xFROx3KCzuuDRjpu1Iz35uUdMELhyzr0uIWCD2P1el00On2EIYhPD2SY8uxG4RNSVZC3YhtGqvNvlRGpM3oSQEA82D3BjAN2EZbykgPOY5LYmgFNbQw0CZmnl5Ofd9Hp9PB0uIWJGkK1/WsnipNqZJLwvWMP3U2UYK+3epoonapCBG1qCqmm0g4o5Sa6ko9Yq4nCvRAIecCwnGQZaQp5vsBCXgsLGJhcYksodZHCIMIvueDM2F9zLVthvQ3WVvBBYIwRK+3QCVlBntx+UEIRw9RvqXIevjwYfz93/89fvCDHyAMQ7zrXe/CH//xH+Ptb3+7fU6apvjYxz6Ghx56CFmWYd++ffiLv/iLGZWWF154AQcOHMA3vvENtNtt7N+/H4cPH9YCEOcDpgF7yrKWBXUr5fUOLWmaIs0ym9zmjGMSxxi4A0AB43gEAHrfUpr1b7U76GVdCshA2q6+nvt3XQ+ddhfLy1shpUQYBNRymJgNMArbf8rZ1G6AESnD9HoL6Ha7OlCLbLqMenChZS5DANIGjFIqOK6Ddrtr01RKAYHvo9OhYy70aAS92+4h9EN4znR+9cwwZIWCTlUF6LS78FwXisHuYmh8atOVtZH5gHWx47HHHsPBgwdx/fXXoyxLfPzjH8fNN9+MZ599Fq1WCwDwm7/5m/jKV76CL33pS+j1ejh06BB+6Zd+Cf/yL/8CgJqH3/e+92HHjh3413/9V7z00kv4lV/5Fbiuiz/6oz86Lx+KTc2VGPXrstRKJEbuZ+pmu1xZPVFQ5Bkcx7O5WaUUPC9AN4ntmLTgtPlaEAa247/T6WDb8jY4wkEYReivrmAwcDGejJGlmd4Eo07QR60I7U5XK/ctaXWYlm3wtkGL0v0CrkcXYJtq8lwIRO0WVau03hZjJLcZhS2tLEgqg+1WG74XzBD1bOSyrgGUlVtqtUhwRAF2HMfRRLVthm+VbMCRI0dm/n7ggQewbds2HD9+HD/zMz+DwWCAv/qrv8KDDz6In/u5nwMA3H///XjHO96Bxx9/HDfeeCO+9rWv4dlnn8U///M/Y/v27bj22mvxB3/wB/id3/kd/N7v/Z4enDsfMGSFVk6pxzDslOtU1A8AZoO0NEl0L6tjrbJSCkEQgHOS/gnDiOTcixxlUUL6Uu/A1wKksrKUjl4eheMgcRPdJ1srV7c7XfIle4vo9RbQbncQBJGVqmRah4Q0EeqeARMMOa6LVrtNQr+ygoLu8tfiwEbritRVvHqnGYXXDIZqRWwqCnDGIaUPpScJbMcWr7UM6Jt/C1awBoMBABqtBoDjx4+jKIoZFcEf//Efx65du3Ds2DHceOONOHbsGH7iJ35ixi3Yt28fDhw4gGeeeQY/9VM/ddr7rE9FcC3qhmMwoNbKJ8KZPKPReXIdivSF1p4iv5c2anMcut8x4g9TZGcgIgVeANbGVCeTIZWHVCf/laRUVRCEaHc6WgTYZAAMUbUPqJi+uPS7CA7GHABUKRMOqWtPS3rSCLbQjdO6+cRMNGjZodf97an6IpkOxqBdk7VbhL4lswFSStx5551497vfjauvvhoAKQR6noeFhYWZ565VETyTyqB57ExYj4pgDRMw1FOeZultRS30uj1AKbvHk9Dtcq7jwHV9uK5j56IqReIYfhDoaJ92SJkOgkiLwIy3BKbBC1DQFrddN5XoDSa86YpS1KqXf1GXQaf6oADTPM0FhAN4CnpC1qsbn3W2wcgnOXrGy/SnTpWbXhdMhmTtBO/FwBsm68GDB/H000/j29/+9vk8nzPidakITmOqRc18yYILUg8MQ3Q7PRR5Ad/zbarHqrQ4rhVKE8Kx0S23fhsl19utTt2MrRtCjAaBkdcEGJj2a7t5RoGakQNizL6X7/m0P6znw3ep5Go/x0yUbshLUwNcCLiMQfA6Rzo9ETs9W2WX6PXyjZ2+rK/tALhQFH5DZD106JCVV7/88svt/Tt27ECe5+j3+zPW9eTJk1YhcMeOHfjOd74zc7yTJ0/ax86E9aoIzg7m1bpPnkdBR9HNAQVEYWRletgUWY0OllFrMbpPruch1J1HYRgi8ENtWd164I4xCA7AccGZ0JOxYS1kptNXDDWZhKjlJoUQVtfgXMo3tNzXijP13fVybIYSp15yXnCx7Ou6yKqUwh133IGHH34Y3/zmN3HllVfOPH7dddfBdV0cPXoUt956KwDgueeewwsvvDCjIviHf/iHePnll62o8Ne//nV0u11cddVV5+MzmbMFgCmrSlWmKmzRTn7CRZbR7nsKunyq1fNcl2aqjHSOaUKuVf/8WnvV8WaG6Wg8hUMwDs4VuOPAc82EAKYsZb202psWpHjtAMX4i4BiQt8z8w/YOze4x/RCYl1kPXjwIB588EH8wz/8AzqdjvUxez2qZPR6PXz4wx/GXXfdhaUl8uvuuOMO7NmzBzfeeCMA4Oabb8ZVV12FX/7lX8ZnP/tZnDhxAp/4xCdw8ODBdWuwng0m0ADIpyNFFcoycCbgChehH+o9nkgXf9qvNVbOTH4yYwE57RRIPaem035KN8CuscwMroIpRmom01ayXrE1v6bJyV6/6WKztLZ9u6cRdnMwdl1kve+++wAA73nPe2buv//++/Grv/qrAIA//dM/tcqA00UBAyEEHnnkERw4cAB79uxBq9XC/v37zynk9sZQW1YqpRJRHceF7wX13qNmIJPVhLW+ni6PwpRJzYy9FRsW4KIun9bviqmDQo8+n3s5Pp20b+AT2zffHORcC6bO7Ri9JTEcDtHr9XD88f9Fu9056/Oma97GXyQVPVUrmUxZOQAzy7K9mxnBXhKjgH18Kn2D15G3pJOxf58Pgm4GjMcjXHfjj2AwGKDb7Z71eZu4NwC25GpU/cABocSs0MQMyH1Yy5/pihjW/Gd912uTriHnm8OmJiswxQ3F7PSotZZnfdH0vzZoVLPBurHJyTprDd8Y5RqivlVwXjfAaNBgI9GQtcHcYK7dgM8cvocUqNeF0wOo18RMMDZ3yZO3PIoif13Pm+vUVYPNhddKXTVuQIO5QUPWBnODhqwN5gYNWRvMDRqyNpgbNGRtMDdoyNpgbtCQtcHcoCFrg7lBQ9YGc4OGrA3mBg1ZG8wN1kXW++67Dz/5kz+JbreLbreLPXv24J/+6Z/s42ma4uDBg9iyZQva7TZuvfVWqwlg8MILL+B973sfoijCtm3b8Fu/9Vt2dr9Bg3NCrQP/+I//qL7yla+o//qv/1LPPfec+vjHP65c11VPP/20Ukqpj370o+qKK65QR48eVU8++aS68cYb1bve9S77+rIs1dVXX6327t2r/v3f/1199atfVcvLy+qee+5Zz2mowWBg9l1sbpvoNhgMzvm7r4usZ8Li4qL6y7/8S9Xv95XruupLX/qSfez73/++AqCOHTumlFLqq1/9quKcqxMnTtjn3Hfffarb7aosy173ezZk3Zy31yLrG/ZZq6rCQw89hDiOsWfPntdUEARwVgXB4XCIZ5555qzvlWUZhsPhzK3BpYd1k/V73/se2u02fN/HRz/6UTz88MO46qqrNkxBECAVQdIwpds5RdkabFqsm6xvf/vb8dRTT+GJJ57AgQMHsH//fjz77LMbcW4W99xzDwaDgb29+OKLG/p+Dd6aWPcMlud5+NEf/VEAJMT23e9+F3/2Z3+GD37wgxuiIAisX0WwwebEm86zSimRZdmMgqDBmRQEv/e97+Hll1+2z9kYBcEGmxLrifzvvvtu9dhjj6nnn39e/ed//qe6++67FWNMfe1rX1NKUepq165d6tFHH1VPPvmk2rNnj9qzZ499vUld3Xzzzeqpp55SR44cUVu3bm1SV83tdWUD1kXWX//1X1c//MM/rDzPU1u3blU33XSTJapSSiVJon7jN35DLS4uqiiK1Ac+8AH10ksvzRzj//7v/9Qtt9yiwjBUy8vL6mMf+5gqimI9p9GQdZPeXouszSh2g7cMmlHsBpsGDVkbzA0asjaYGzRkbTA3aMjaYG7QkLXB3KAha4O5QUPWBnODhqwN5gYNWRvMDRqyNpgbNGRtMDdoyNpgbtCQtcHcoCFrg7lBQ9YGc4OGrA3mBnNJ1jkcbmjwOvBav+tckvXUqVMX+xQabABGo9E5H5/LvVuXlpYAkCLhpTCLNRwOccUVV+DFF18854zSvEIphdFohJ07d57zeXNJVs5pQej1epvyxzsbjNToZsTrMTpz6QY0uDTRkLXB3GAuyer7Pj71qU9dMvpXl9rnPRvmUuSiwaWJubSsDS5NNGRtMDdoyNpgbtCQtcHcoCFrg7nBXJL13nvvxdve9jYEQYDdu3efJv0+Dzh8+DCuv/56dDodbNu2De9///vx3HPPzTyn2QRvDdal4vsWwEMPPaQ8z1N//dd/rZ555hn1kY98RC0sLKiTJ09e7FNbF/bt26fuv/9+9fTTT6unnnpKvfe971W7du1S4/HYPudCbYI3L5g7st5www3q4MGD9u+qqtTOnTvV4cOHL+JZvXm8/PLLCoB67LHHlFLqgm6CNy+YKzcgz3McP358ZmM4zjn27t1rN4abVwwGAwB1R9lGboI3r5grsr766quoquqMG7+da9O3tzqklLjzzjvx7ne/G1dffTUAbOgmePOKuWwR3Gw4ePAgnn76aXz729++2KfylsZcWdbl5WUIIU6LiKc3hps3HDp0CI888gi+8Y1v4PLLL7f379ixw26CN421m+Cd6bswj202zBVZPc/DddddN7MxnJQSR48etRvDzQuUUjh06BAefvhhPProo7jyyitnHm82wTsDLnaEt1489NBDyvd99cADD6hnn31W3X777WphYWEmIp4HHDhwQPV6PfXNb35TvfTSS/Y2mUzscy7UJnjzgrkjq1JKfeELX1C7du1SnuepG264QT3++OMX+5TWDZxl47L777/fPudCbYI3L2j6WRvMDebKZ21waaMha4O5QUPWBnODhqwN5gYNWRvMDRqyNpgbNGRtMDdoyNpgbtCQtcHcoCFrg7lBQ9YGc4P/D7+sxRQlWdjiAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>2001</s>\n",
      "<s>2001</s>\n",
      "2 8000 0.08789309114217758\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>7</s>\n",
      "<s>7</s>\n",
      "3 0 0.14115796983242035\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>男</s>\n",
      "<s>男</s>\n",
      "3 4000 0.18202462792396545\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>汉</s>\n",
      "<s>汉</s>\n",
      "3 8000 0.009743084199726582\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>20</s>\n",
      "<s>20</s>\n",
      "4 0 0.19539643824100494\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>28</s>\n",
      "<s>28</s>\n",
      "4 4000 0.02773418463766575\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>裴炳银</s>\n",
      "<s>裴炳银</s>\n",
      "4 8000 0.007153387647122145\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1969</s>\n",
      "<s>1969</s>\n",
      "5 0 0.008603602647781372\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>黑龙江省牡丹江市西安区</s>\n",
      "<s>黑龙江省牡丹江市西安区</s>\n",
      "5 4000 0.047734394669532776\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>汤惟阳</s>\n",
      "<s>汤惟阬</s>\n",
      "5 8000 0.0013977399794384837\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>男</s>\n",
      "<s>男</s>\n",
      "6 0 5.162729576113634e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1</s>\n",
      "<s>1</s>\n",
      "6 4000 0.017933450639247894\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>941187197607083552</s>\n",
      "<s>94118719760703552</s>\n",
      "6 8000 0.0007695865351706743\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>男</s>\n",
      "<s>男</s>\n",
      "7 0 0.004089913330972195\n"
     ]
    },
    {
     "data": {
      "image/png": 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cuRMDAwN4+eWX8eyzzyJNU1xyySUYHx+359x+++3429/+hsceeww7d+7Ehx9+iCuvvNIez/Mcl112GZIkwUsvvYRHH30UjzzyCO68887Z+1aHgO1addRVTPDf3PLTNNXWNEcuTcmeqknl2kqKIIAIdKgqDAorGhaFK6VEgPZBFSmLJsTckjbXPV+FdfUog9EMxEA//vhjLFu2DDt37sRXv/pVDA8P48QTT8SWLVtw9dVXAwDeffddnH766di1axcuvPBCPP300/jWt76FDz/80GpiPfTQQ/jJT36Cjz/+GFEUHfZzR0ZG0Nvbi+HhYfT09BzRtZrAf+4QJct0cXWaITZqgPU6xsbGcHB4GJ9++ik+/fQADnz6KYaHhzE2NoZ6owEpJbgQqFQr6FqwEN3d3eju6UZ3dw8Wdi+yboBKr/IJi7ZybZWjMEQlirCgWsWCahVdelutVFCJQkRhCOGkZ7Msw8UXX4wXX3xxKr+mtsHhfp8zamsZHh4GoFqrAWD37t1I07SkIviFL3wBfX19JRXBL33pSyXxtrVr12JkZARvv/12y8+ZLRXBwqo6wmppqrtUi+xUnCY2jgrGIIIAYaRipl0LFhSja4GaTFXVLd/m/3lRBmjy/sZ6GvVB6wvrUai0FC3aXlS4jGlPsKSUuO2223DRRRfhzDPPBKAUAqMowuLFi0vnNqsItlIZNMdaYdOmTbj77rune6klkNECMOsBJEXQv95ooKGr/9MsgyQ1kTJhKWJAEEWQJFUEIIpQrXbpoL+Jo5oCa33bJ9XPJakQtWAAJOdgADLOkWXKZzaEtaqCHiVMm6wDAwN466238MILL8zm9bTExo0brfILoNyA6cpeEgpxtSRTVtUSVW9jnfcnInBDSiKIILCLW3BhEgEVVQMQRWoipQtaVKKBrCU3EymSpGtfOUAEwTmyIECehU3t2tITtgnTIuvg4KCVV1+5cqXdv3z5ciRJgoMHD5as69DQkFUIXL58OV599dXS+5lowdFWESQUM/Esz5x0qm4GbDTQ0CorWZZBQpEyjEIwzhFWIkU46JCVjgKYMJXQtaqGoKbcUOZmMqVUAwEoX5YIAedIw7C1ZaWJ67t2MqbksxIRBgcH8fjjj2PHjh1YtWpV6fi5556LMAxLKoLvvfcePvjgg5KK4JtvvlmSvXz22WfR09ODM844Yybf5Yi/g9VYNf5qI0bdWNW4gUT7rERQJA0jVLqqWLBgARYuWoRFixZh4aJFWLBwIbq6uhCZVCpX/52KoG44TEcYXIGM1GgOKFGMzEQf3MUw1AV7C6sxJcs6MDCALVu24K9//Su6u7utj9nb24uuri709vbihhtuwIYNG7BkyRL09PTg1ltvRX9/Py688EIAwCWXXIIzzjgD3/3ud3Hvvfdi//79uOOOOzAwMHB0NVidoLtqBsyaJlhF6V/qxFUZVxVVgc5Y2cJp/di0WptJFRGB8hxA4RtnWTleq17OASkRCI40i5riuUUIy6PAlMj64IMPAlDibC4efvhhfO973wMA/OY3v7HKgHEcY+3atfj9739vzxVC4Mknn8Qtt9yC/v5+LFy4EOvXrz+kkNtswXUDzAIW5RqABIlOBhAR4BDRtqQYwmrSulX/BJQUWIx0UGZn/bl1DzjnYFIiFQJpVFjXwhUorKt3AxSmRNYj+UuvVqvYvHnzpEsPAcBnP/tZPPXUU1P56BmhVBbopDiN4orVXNW361z7pUYblQFq61rQ0geU5YCM35nnJhumtrkp1tZkBWnLmkTquCa3Sb9a69r8eR2K4742wC1olg6ZpLF6TkmgGXmeF4UqgF1b1VhUS1ZbjKKbDLVFNPFSY1HTNLOW00zQBOcgmSPgHHFUKWfNcmnrBiSKlbU7nbDHPVkVynLr1rIan9K5VRvLCqjSP1OyB6h4KXcWES7ip7JY0MJYxrxQdFEWu1ihBSAILiCzCIJxVKIIcdKlzsszZLKwrrmOy3qydghZi9YVZQFd62fdAUtYHWICwJ3zpJQQIrfW1oi32eOWpEqD1egOqLqDpImsyneXeYZAcFQrFSRJrKIQ2rpmsmxdufke8/R/eCygI8gKFGlW2bwtkdZYWi0HxDhykUMIRT6h9apM0Xbp9VrqMs8NcScnq9EVMDLu1WoVcawmd0UBjSJrjiK+KA/x/ToBnUNWFNbV+pi6+kpK89zk79VjhhxMcuS5hMi5jaM2W9WCqA5ZNemtRHua2mgAg9IVAAhRGBQhs1R1KWTmj8exrOY7dDI6gqwlN8AtcHa3hNJsXupiEiYJkknkOdNkNbl+Kt36rcJ1lpciDTYhkKbIc2NZGfIgAGNQk6skQZqpNQdcq2qIaiZZnqwdBHd59CIKp2OmTD82UU2HwIwBIAYpc1sNlTu+qbn9uxZWOtmrxFjWPAPlEmBM+cCBQJYmRfWVXhzDuinO4I7WQKeiY8ja/Es2Oqk2C9U0zK2++U1sHJWKdQGMW9EqfCU1mYshwRhDzlDEVJ1EgBtfLQlhzM1/0zGNjiGrC4aCpEJw20clggBBnquaAMntzL14nS7x4xxMp1QBKDMtiuITE3/ljIEzDm5FhHXGS29Z8caHuV4PoMPIyqBJwosUahBoDdU0RJRFKnMlhF5bVZZfXIoC5BN9VaH8VLOfa4LarAQDJFN6A0ZV0IgMlyw7K2QxmfPx7rYT0TFkdVOmgnMEInBUVCqoZDkkKaIGWWbL+WxufhKySpesNmWqVm4xmqyGhCLjyDPVcG2Kt91+LfdcZZX1HaCFnmsnonPIqn/pbkdqaIqnc9UVYFpYMmchYPVi8y4msUAOWaWa5WeZIqwmqokExFr7KggCNdHKtEq24IUkZhQhDAMEgVBt25xDGMICdnS639oxZAXgWFVN1ihEJYt0xoqBiQChrroqlejpmTiDUXAxltVkrNSt31pXPZI0QRhHCMMYcRwiSAvxYc45okqkWmK0hmsYKI2BwCGrcAjrkwIdAOurOuV+QRggyiPkFalIwDh4EKgQkp3tA2R8AGY8AaOMrWfvlqjKskptWTO9xHsUxQijEEEUIkhipGlmRTKiKNLCbZVCFMP4soaomqyu/9qp6AiyAuoX7damKjdABd+JqY4AodtLpJRW1Q8OWQGnZtUMQ9Y8B5nF23TcNIkTRGFkV20Jw1BLZSqXIwxDVKtVK+QWBgFCMbkr0Om1rR1BVhPzN36rmWCFoW4dYQDjAsLEPQ1ZLUlZiSXKFdBLXWY5yPivaaYtq14/Kyw0rkQQQMQBAu1mACjIamQyzWSriagM3rICHUJWBR0OMjNzIRCSqi0ll6wmKA89oTFdAXY5ILd6KwflyrpSnkOGaqKVZxkyo3TNuarU0lseBCosBlUfYNq4Sy6AKEcEvBug0EFkVShcAYIkgcCEQLU0UGFVgVIq1l0HQPu0sGQVyrKKADJQZBVpalterA4rY4CJ4RIQBEX4KiyFr4QNV5mQm0cHkdVOsoi0O6Csq3UDGAMnFa6yKU7mkNWxa4VlFSCegwRXlpVnkBlHzjmEISrpAeiIg0Ca5YCOtUaRUXMJVRZNSw41JwY8XafYiv3ggw/irLPOQk9PD3p6etDf34+nn37aHj/WFQRdv5VzpicxQi9YoRatCMNAb0NEQaBHqEZpX4AoDPQ+ZRkjLcpmdFmVBKZSFowqFTXrN6IYFTMiS9YgUBMr3mqNV4+pWdaVK1fil7/8JU477TQQER599FFcfvnleOONN/DFL34Rt99+O/7+97/jscceQ29vLwYHB3HllVdaITGjILh8+XK89NJL2LdvH66//nqEYYhf/OIXR+ULluB0pHLGQHqyVVhWgskDkHM+HDkg1XslISVX1hU5iAFSv5/yM1X9Aen3y/WWGAO4UN2zAITgiMIIUVhIYxZaWdz+cXkozEhFEFCibL/61a9w9dVXz4mCIDA1FUHbP2Xkz03ZndSK19JotWrlaTIdW86kyroC+v2c3iuy8Va3PDBz5IlSNJJEbU05oPZ5uRCohCEWVKtY2NWFRQu6sLCrCwurVRUl0ELExn/1KoLTRJ7n2Lp1K8bHx9Hf33/UFASB2VARZPanGZxBBd65CWVxBFyNkIviuWg+pp6H9jx9rhB2CGFSrEavtRAYjrQUUqVaRSWqlBSyrc9qilngfVUXU55gvfnmm+jv70ej0cCiRYvw+OOP44wzzsCePXuOioIgMEsqgoypKL9TFMIAHRZiIMjyatVM37bNaw0IIEZ20QoTrJcEqKRtQbAARgoekAwgzsC4QE4SSkODKX83ilQkIFCRgGYhDQ+FKZP185//PPbs2YPh4WH85S9/wfr167Fz586jcW0Ws6EiqIr9VTRA7WBFxygDiJSPaNNEbjLAjQboNKw0BdowbSeKqDkKgptjEkxHFjiY0GraIHDG7WQuCAIEItDJAKVE6MsCy5gyWaMowuc+9zkASojttddew29/+1tcc801R0VBEJg9FUFd5aesq2NlzT6lfmJOdijiSgRpC82IQJCQk3pSDBQ4i7ExBnAGlgvkukCbcYZQqOhDYFwAUUQD3LuAxwyVrwElPhbHcVsoCBq4hS02lNXc3uI+d84RzlaFvrTPq8NgtqBaCLuGaxDocJgJf5nQVmhSrDpspTNXjHF3TuehMSXLunHjRqxbtw59fX0YHR3Fli1b8Nxzz+GZZ545thUEHUwggGM1D0kON93qNu8xDsYlpPaAS0F87fcStFXlXAlnGME1BkVoIbQLICB0QsD7qxMxJbJ+9NFHuP7667Fv3z709vbirLPOwjPPPINvfOMbAI5tBUELl5xHErVrJo0zUQNUVEFCZcTAjXYKSjUFBAA5A2NSZcls1yyzkYRQmIQA15krnxRoxozjrPOBqcdZp47JaFIIvTUrB6puVyucodtfjGCF2urYLhUfYlyIUGfRXOIKzlW0QpO20+OsHVMbADgTrKZ9U34P/UZKPNgYUBVG4ADAAUbqQcAK/5hzgiAOt8Pb+LzCENRGApxJ3TSu83jEcU/W5l/ybP3SDfGZQ1z3/ZWfSmDk1CRYTYDitbYKTIesikZBT9BmHPdknSswp0Cbg4GYYiQjPbMnVhKvsK9zCsKLNmyHqN5vtfBknQHKhHJv1gSTLCWmrSsRuFOjYGDIyRkvhdPUe3qiuvBknQYKSsJGB1hTOpegIgXFLV/tbSarVWqBFt+wNPdohifrDKHiqeVwlnuM9CRMxQ+YFWex5zhli0VTgqdqK3iyzgJs3QFgkwas+TicRMEEdwG6DIFZvnu6ToQn6wzQklBO3YFZp9UQkSa8rnzD90Q9NDxZp4tS2aBrK4tjxcrY+iXuE7g7m5/6uFUreLLOJpwSxJJf6jy2Ci+ls5qqqzxRW8KTdTbQYkJklsbUz1A0dzd7s80vnPRIx8OTdbbhFsrYSIDe3+y0TnRiWz310PBkPcooubaHyf16kh4anqxzCE/GmWHGnQIeHnMFT1aPtoEnq0fboC19VhMSmrrYRXvDrNx9vOJwTSttSdb//e9/ADBl7QCPYxujo6Po7e2d9HhbknXJkiUAlCLhob7c8QIj6rF3797D9py1I4gIo6OjWLFixSHPa0uymtWpe3t7j8tf3mQwUqPHI47E6PgJlkfbwJPVo23QlmStVCq466675kzFZb7Rad93MrSlyIVHZ6ItLatHZ8KT1aNt4Mnq0TbwZPVoG3iyerQN2pKsmzdvxqmnnopqtYrVq1dPkH5vB2zatAnnn38+uru7sWzZMlxxxRV47733Succ64vgzTmozbB161aKooj+8Ic/0Ntvv0033ngjLV68mIaGhub70qaEtWvX0sMPP0xvvfUW7dmzhy699FLq6+ujsbExe87NN99Mp5xyCm3fvp1ef/11uvDCC+nLX/6yPZ5lGZ155pm0Zs0aeuONN+ipp56ipUuX0saNG+fjKx11tB1ZL7jgAhoYGLDP8zynFStW0KZNm+bxqmaOjz76iADQzp07iYjo4MGDFIYhPfbYY/acd955hwDQrl27iIjoqaeeIs457d+/357z4IMPUk9PD8VxPLdfYA7QVm5AkiTYvXt3aWE4zjnWrFljF4ZrVwwPDwMoKsqO5iJ47Yq2Iusnn3yCPM9bLvx2qEXfjnVIKXHbbbfhoosuwplnnglALWJ3tBbBa1e0ZYng8YaBgQG89dZbeOGFF+b7Uo5ptJVlXbp0KYQQE2bE7sJw7YbBwUE8+eST+Mc//oGVK1fa/cuXL7eL4LloXgSv1f+FOXa8oa3IGkURzj333NLCcFJKbN++3S4M1y4gIgwODuLxxx/Hjh07sGrVqtLxdloEb84w3zO8qWLr1q1UqVTokUceoX/9619000030eLFi0sz4nbALbfcQr29vfTcc8/Rvn377KjVavacm2++mfr6+mjHjh30+uuvU39/P/X399vjJnR1ySWX0J49e2jbtm104okn+tDVsYQHHniA+vr6KIoiuuCCC+jll1+e70uaMgC0HA8//LA9p16v0w9+8AP6zGc+QwsWLKDvfOc7tG/fvtL7/Pe//6V169ZRV1cXLV26lH74wx9SmqZz/G3mBr6e1aNt0FY+q0dnw5PVo23gyerRNvBk9WgbeLJ6tA08WT3aBp6sHm0DT1aPtoEnq0fbwJPVo23gyerRNvg/5Um3jHukitoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>4</s>\n",
      "<s>4</s>\n",
      "7 4000 0.005235392600297928\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>137226196807199985</s>\n",
      "<s>137226196807199985</s>\n",
      "7 8000 0.006602725479751825\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>暴鑫塍</s>\n",
      "<s>暴鑫塍</s>\n",
      "8 0 0.010091652162373066\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>吉林省白山市临江市</s>\n",
      "<s>吉林省白山市临江市</s>\n",
      "8 4000 0.02746739611029625\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>男</s>\n",
      "<s>男</s>\n",
      "8 8000 0.08212078362703323\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>屈嘉闻</s>\n",
      "<s>居嘉闻</s>\n",
      "9 0 0.003792027710005641\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1985</s>\n",
      "<s>1985</s>\n",
      "9 4000 0.00017483554256614298\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>纪嘉琪</s>\n",
      "<s>纪嘉琪</s>\n",
      "9 8000 0.000692034256644547\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>女</s>\n",
      "<s>女</s>\n",
      "10 0 8.209969382733107e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>22</s>\n",
      "<s>22</s>\n",
      "10 4000 0.015325118787586689\n"
     ]
    },
    {
     "data": {
      "image/png": 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5FdLIoWdmTZy8ppnL3xha9xqso2YNc23H6CyFEaQTVTCEBNTA4D2DDwwxMR5CKgpJjsiUbUk3O3FQ5fsx5ugDfnC43tF1PU3d0tQNTdPSDz0+RKCagLEKazVZlpPnBUVWkGU5yga0hmDEC4e0f3B+YBgGuq6laRq29Ybtdk3b1HRtTdd3uKEneCc2JBqrM3JbM7QtwblJscXqhaADVmdjNalKfv/MeUyRPwi4oaett2xWp6yuXaVtO4zNqJYeazNCOadjjncCPWNjybhNmbARrM8PzQojLW4ywna+EMKsXC6SgJ0XZ2UYHL1z9M5HjatRWLS26DhNKyN6VKUUVZwWA9FkiE6P6wdxQOqW7WbL+mzLZrOl6zqcdyjtMZnCZpost5RFSVUNhNITvEeFHJVFGl+KJoRo7w4Dru/EZmy2bLYbNpsNTbOlb1uGocMNA8F5gvPoAEYZOpMxdL3UnsWB8fHcMQptDYFUvZA0azIDJls/+IFh6GjqDeuZZs3LCm0zqsWSccpPvx1nfvnPxKqCZAOPt81fFxl5GtlzsIYJsPPBZfcJH2urYh2Q817sv36gHQb6wUWwWrT2WAPOWLEiNcidnAzYoOT+O+9xTrzzvm3pmobttubsbMPqZM36bEvbtrgwoEzAZoqssBRFRl92ODcQvBcbLz4QRiuUlkB8ClU51zP03UyzCmCbpmboujGchfOEwYH36KAYjMXHa0OJK+qAoDU6s2R5jk3W0txxDMh4BUUIA9719F1LU2/Zrs9Yn63oOnHoqsWBTPlKo7Vso707as5oSM20aprhgOcLWNnRqlOOfw7YBFQfweUYBkfX97RtR9N1dP0AQeF0hraBLNPYoPEq8VljxCA6bInwPMTYY9c1dPWWZrNhvd6wOt1wenrG2WpL27S44FAmkOWarDQURS4a1w1jzJQQYgDfoIwGZUSrOofre/pONGtb19T1lu12S9s2+MERgvBrcYEweMIwoJzHqwE/COh8UAxeogoYgy1yiqoiDzO0jmE9jw8KXMB5eUi6thawbjdsN2v6wWFsjvcepRTWGIy1AtYpPjiG5IRmOTfZAikhq2/Qw9pzsEZvSU2gnJLzsy2E6FFH268faFuxK7dNQ9f1AlZbYnJFjiFTBmM0njCWgoAczoHYu26g62VqrjcrtmdnnK3OWJ2sObm25mxV0zQtPjiUgazQ5KWlKHO6Lk3fvcRICWhrsHmG9halFN6LVnV9x9C19E1N02ypt1u2tZgYeCW9D5QRYHhPGMD3kijwg2dw0LlA6zx9CJBZikXFYpDYbMr+pXosceqkJL3vW7q2kePWG+rthrqucc5TVj0EsMaS5zl5lmNthtaGMRgdVCSqR/J1SOS46f6oGwTrTZdi//qv/zp/9a/+Ve666y6UUnzoQx+6Dj+Bt7/97Xzbt30bVVVx33338b//9//e+c7Vq1f5sR/7MY6Ojrhw4QI//uM/znq9vtlTmdzKMDlRIXqjYazYD6NH7Zxo1C4Bdbthc7ZmvTpjc3ZGvd7QNhLwdt5HwkaMHqgQm0BIynOIpkTTtWzrDWfrU05XVzk9vcrJ6VVOT09YrU5YrVayna1Yrc7Gv09Xp5yennCyku+dbc6om5pu6BmCeNXei9ZNYO3alrZpqJuaum5o245hcISgUcqidYZWmTT7cIjD13Rs11tOT1dcvXbC1ZMTVqsz6rpm6GMiAUabPFXSOu/oegmTCUi31PWWuqlp2oau7/E+oLUmy7IRrJm1aG0k+zXVekPQwswKaiyJV8pHx/XGsgI3DdbNZsN3fMd38M53vvNJP//5n/95fvEXf5F3v/vdfOITn2C5XHL//ffTNM34nR/7sR/js5/9LB/96Ef58Ic/zK//+q/zhje84WZPZfZwzgA7blNs1QchYPRxOpXwz5btesPmTOKGm9UZ9WZD1zQMvYSBQpAqTGmYMQHVJa06yL422zWr9Sknp9c4Ob3KanXCerNiW29F6zY1TQTZtq7ZbLes12tWZ6sI2FPO1mdsm6149s7hfNyGgWHoGboI2KahbRraVmYE5zxKaazJybKSzBYYkwlNz8PQO+q6YXW25trpKddOTlmt12zrmn7ohYwCpDw+SmahwfW0nTzQ2+2azXZNXde0bSfZq0i2NdpIZCMryPMca1KEITHaImB9Am0KB04lPOoGwwE3bQa89rWv5bWvfe2TYycEfuEXfoGf+Zmf4Qd+4AcA+I//8T9yxx138KEPfYjXv/71/P7v/z4PPfQQv/u7v8srXvEKAH7pl36J7/u+7+Nf/It/wV133XXD5yK0tMRoZ3SCwnWx1RC1quS2W5q6ZrvZilY9O6OpWwnOO8Uyr8TxCX5MLkxRlhTycvSup+s7mqZmszljtTrl9PQa69Wazaal7RyDj1GIMb7pGVyAPuDDwOA6uqFj8A5jLYvlAQeHHaVzKK0lseAGhr5niA9a33X0bUff9nLdVmFNRlGUWGUIytB7jxocwQV619H1PXXr8F3HoBSLw0Oapr1OszJm6Xzw8pt6y3ots8F6vaZuGvphQCqINcZabJaJZs0yMQFM1KoJE3EAxeGaR21CTNrceOzqT9Rm/eIXv8hjjz3GfffdN753fHzMvffeyyOPPMLrX/96HnnkES5cuDACFeC+++5Da80nPvEJfvAHf/AJ+72+i+BqtQJmRXjjvBL7AszJxj6CdXD0XS/e9GbLZr3mbLXi7HRFU7cYbbFB01UH+KEnBB95oDG2qkRfD8Ez+IF+6GjbhrrecHa24uTkGteuXWV7tqHvAt5btM3IbSY3RAdJOxoBbdP1NJ1n29a0fYe2luXhEUdNy3IxoJUWZzDa2cMggB062fzgUMpgtaEoChaLJbnJCHlHrw1NzOb1ITB0LZu2pW08vYLD42O2dc0Qw11zAo74VZ62a1mvN1w7OeXatWucrlbUTYPzoE2GLUryoiTPC7I8J8szrLUYa0SzznkXxH+kaE3yMXSMX+nnAKyPPfYYwJN2CEyfPfbYY9x+++27J2EtFy9eHL9zvTxVF0HJNsk4eBUvPoF0ckiF3jYMEqesazabDevVGWenK1bXTmnqhsxkFDqjP2rwbkDFlj9EjeOZEgkS9mppuy3b7Zqz1Skn165y7epVmrpBqZw8P6CoCozNI3HEERCG1OA6hnagaWt88NRti80Kjo/XNE1D3/cYY8QcGJxkr+I2DAOud4TBYawhM5aqrDg4OKDMC0I/0GUZ1kicuHUBv91Sdz1nXUsHHK83k2b1s7RopBA672naltXZGVevXuXqH13l5HRF3XQENLYoKaslZbWkKCuZ/m2GtQaj9VgFkMZ/it7yxPCiChIouAHZi2jA9V0EV6sVd999d+IExQrVCNDE7UvBex/wzjP0A23bUW+n6f/sdMXqZEVbN+RZzqKo6NuW4AdI9UdKRbCyawJ0rTgf241MlacrVqtT+m6gKBTV0lAdLCirJUprQhhwrqPvW5o2ULc1TdfStC1N21GWFevNdgTRYCR2OgyyJeC6wRGcdEQ0VpHbjKqqODw8oCwW4ASsRmk8sO56ODW0w8BmWzMAm1qiFMMQwTpDUgCcdzRtw+psxdVr1/jaH13lbLWibjuC1uTlgnJxQFktycuSLMuEEjgCFbF9IbYimrMPJkWSOL3huTADUhfAxx9/nG/7tm8b33/88cd52cteNn7n+nbswzBw9erVm+4iqGavkhqdGimkhmDOSaaqa3uauqHe1GzX21kUYEVbt7i8pD2o6WOQfRzUpKFDTAQ4H2OrEqBvmhj3rLfUTYN3gbxS5GXBwdEhy4MjjDFio/YSAlI6sK23eB9oWwHNdlvT1DVdK5rVWitgdY7BeYZByDEpS5UIz7m1VEXBYrFgUS0JzmOVxjtHOwzY9QaMYfCetusJWtO2Lf0QKX5jKikF/8R5bNqWs/Waa9dOODk5YbPZ0g8epSxZUVAsFuRVSZbn0gBOjR4Cqc2oiqyVkSoTterYuCOZBjtZx6eWP9Eugi960Yu48847dzoErlYrPvGJT4wdAi9fvszJyQmPPvro+J2PfexjeO+59957v+Fjp7JnFT3O4BV+EGJJ1w20TUe9bdist6zP1qxXa7Zna+qzNfVmQ1tv6VohhDjvY1Js5sl6CM7jesfQSvirbVvamFRwXkq3tbUUZcny4JALF27h1ltv5dJtl7jt0iVuvfUSFy/eyvHxBZaLJUWeSWWq97ihF/pfL9q377s47Tuci933Yvo9zSiZ1uSZpSoLlosFB8sFy+WCcrkkXyywVYkucpQVckyIoTDvRDv7yD2IdQYzJ3CQKMd6I2G20xWbzYZ+GNCZpliUlMuSvCowkbfqY29bFxypcahX0hrIKy9m2liznW7aLIV9A3LTmnW9XvN//s//Gf/+4he/yKc+9SkuXrzIPffcw5vf/Gb+yT/5J/zpP/2nedGLXsQ/+Af/gLvuuovXve51ALz4xS/mL//lv8xP/MRP8O53v5u+77ly5Qqvf/3rbyoSAMnxmQWfgxAnfIDgHIMLdK2jaTrqbcv2rGZ9umF9umZzumYTgTp0HVYRSc0uFsVFskVsnal89OI74QC0dUvbtBI+8pIVMkVJZjMOjo645eJFbrt0GxduuZU8t4TgYihoTZFndG3Der2S4w+DTJduiIBtRRt76HvHMAS8U7HyVQoUrVFkmabMMxZlwcGiYrFc4Jxcf911mLrGFAU6s2gTS1yCNOdIPAkfQ3s+JU68ox962rZls9lwtjrjbLVi8J5yoTC5oTgoKQ8rikWOzrRoYz8wuB60QqsgTLLooM6rE5J5Ni8F0jeI1psG6yc/+Um++7u/e/w72ZIPPPAA733ve/l7f+/vsdlseMMb3sDJyQl/8S/+RR566CHKshx/85/+03/iypUrfO/3fi9aa374h3+YX/zFX7zZU5HQ3Ujg0zH3LKnHMHiG3tN2A03Ts61bNpuG7bpmu9qyPdvQrDe02y3O9eSZYej7GOOM3NQUzBbSFGrwhM7RNxICaxvRqh7QVtKXZbng8PgWbrnlVi7ddhu3XrxEkecEPF3XsNmckRlDvd2wOrnGdrWibRusVhBctGsbtDEEr6V8xCG1+kFSmUYpgtFk1lDkljLPqIqcsigYvKcZetGoeY7KM0yWkVlLbjSZ0VgdWWXRRk3Nhp13Y6RD4scyC52dbUCDrQp0ZigWOcWywJYWdGDwPV3foo3Gq4BRGV57LBaZ62NXbwVz4y3dOXWDE/xNg/W7vuu7xtjck4lSip/7uZ/j537u557yOxcvXuR973vfzR76CRKYGqmldj86GpfezUyAtqdtOtq6o922tHVL17QSr+xaqWUaenmNlZs+mhKJxa4cMAR8MgNmtUgBhc4ycqBaLjk4POTo+JhbLtzCxVsuUhYFQQW6tqEscoIbOL12lYPFUj4bhljF6vFOwlR26PDBSp0TithYPpK2I+9WS829mW0utgj0Sgj5QYM2Yi6UeUaeWQortVlK6whWqULovXBmu05i0fVmy2a9YbveoDND5QbRlJlGZ5qgPL3raZoajcIFR+4LMp9jQ4YnwyqLVfHcw24PhwRc9Uxp1m8mSdxSFfltSqux2ne8AcNAN/T0fQz7OAFyYmCFuKWuzHP62pR9YSQF+CHges/QDQy97E+4IQatFEVRUFYlVVXK66KiKkpQgcwaQnBU1ZKyKMlsjtU2piYRAvfg8YPk9FNho1YGrWVL7CnhuSZStjh8JstoB0fTbmnbLV1X49yAUoE8syyrkjzPqaqKvMgxsezVB08YPP0g6dym3tLUMb263VLXNdoZFm1L13Xj8bbGggsMbUdT15RNRVlVFGUpW1GQ+5wQMgiZ0C21jkkClfy6WbTg6WW/wQpTozAT44Q6AhEXiSsxmB7JIkorjNVoY4ThpE2MqU6tb0K0gUeSMIjD5hXeBVw0MYZeHJXEOsJo8jyTAHlm4nE02kiA3hhh8EtKMkMpCxgIWrS4QzqjOTFldOzp7q1msA5tLSjDEBSt89huYFM3nK3XnK5OaPuOth84Xa9ZnVxjszqlq9fo4KiKHHV0SFWUHB0dslgssFkumTIvGr1taprNmu1atnq7iTyEGj2Y0TmtTld4H6jzLbm25CajzEoWi4rl8oDlwZLFcsmiWlAtlviqgnKa7qeGmSI3WCiw72BN3T6QugkbibzeE5TDBTH6h5g+VVphc0teFORlQVbk2DZjGALKWJSOq70ELdTAEaxq/FsAy0xDi4NgtUYbyDODNQrhcQTxkEc6XDzZSO4Y9+djWx4ngNUOTFCyQIaRWzQ4j7EZaMMQoO09tB2nmw1XT0+wuaRc275jdXbGtdMTztZr2s0W5QeqMhdnbLHkwoULLJcH5LkkLLzz9H1Lu92wPTtje7ai3pzRbCVC0nUtOM1mvWZ1ssJmOc22FVogwvoqspzlcsHx4RHHx8ccHR3THx7JDBEURmWyVgEqtlCaOth8U68p8CclQSXNCpggy97E9J3XDofD+SGWlYDNDHmRU1QFZVtS1yVZK/FbHcE6aViidoXUHCjE7nzeQ3Bx2o6fT3ajHoHqgjwwQgE0OyEo2XbBik9RDRVLUwyYDG1g8A5r7QjWZvAMTctqveHqyQlKK4oso+taYXidnbLd1vT9QHCBMs/IsoKDwyOOjo5YLBZkWRbB6qTKYbOdgXVD18VQnhsIXo0Mriw7o2s6cexjPC3PMg6XC5qtVC+4ricMDhU0xuRkpsSYAh1r2ObtHdxT3N/rZb/BOrd1xjRrkL5O4joIyT82XcjyjLIqpUSkayi2JXabMQwusvNnmZZU4x8SUSj2GB3ZRDGWnjrwPqHVYwqx+1gwqCLtz0cnbqIgjvYxSFQDHTucGLS1qKDI3ICxBhW7Vw+DRC022y2nqxVaQW4NXSchsfXZGW3bSF2ZycnyirIoqMqKsqjIs1zW/4qVq13bSE+AzYZ6s6VrWqkyALQxoOJKXYmU3cl6YVKo6OiNAe8wKDKlsUpjtSW3JUWxpMx78tzhtCz/JB28YzOnZyrO+k0lEZyJMBxGfqs8sVrrWEUqU78fBnAevKPvGtZlgc0ydNdB5G8JQB2y2ktctGCuBvRUSJj6qqbIgw9qCuLH6L0s8aMS/Yhx2aCQym0SRW+yv4PRYE0kY1sUitxbsszEjntCeQzDQF3XrNdnaDzWKPq2ZbNZsd1s6PserSxZAdaUKDRG2bj+FmIuOYcbevrI8a23NU0tWTWUIs8LqmqBNobDg0OOD444XB5hMysg71s5jpYZxjkX+cI1dbGhrpYs6oaubMnzTmYeZdEqWbA3Sr3+FgErIADwxDJgiexJ84WMsijABwxglcKoQN82VGUZnYxm6kUVBlTaGFDKRZAiDTRiu0YVQRtCYHCernMoHWhaqenyBJRRo4MlHTPFNEjZnhDSw+DFjjMC1JAZyAw6t5jcSrbKGazVUqNFAC+1X60KbIwC32OUou8a6u2apq4ZBocxOSEYMjPg+4AfUumLADX0PW7oJoBthdTtfMDajGq5BG3I84ILFy5y6623cXx8jM0yetfTtg1N1xC8w2pNZi0hBPquE95tXdPWNX3VMhQdgzUSFTCGkBaWu8Hbvf9gjZpUeumLhsUHtNJkNiPPC7yTv3NjKIzBKmibmqIqsVkWe7lCSAAKPYoOFXrRrspEih8RgLGXU2Qp+cHTtQMeT5Z3dF0MaRE796kp5y4OX4fzPT4McrzE7jKKkBlCZiG3qNxiCgMBskGTWYU1seu2c/i+pwuOWgWC69EKKexrxDHyLmBtQKuczA707cDQOlzncN2A73qc1SOpO5WPd91ACIosLzg4PKSqllTVgosXL3H7pdu5cHxBwDr0QihvtgxDF2vJhAA0DFI61NYNXdNIKrttcTFK4q3ExlPY8UZkr8GaEiKjCeASWMW+MsaSZzkhBKzWOGsZjEETqLdbyqLEWIlzpry4mABJszpQLpZfqFFTimlhYmxV4wP0g2R/mqanbXu6LhKmhx6tFK73tG1N09Q0bU3Xt1LrHyJpRiOFgla0qsosOjNoq6VRnI1JACWr/KngCW7ABUWnAWRlwFRY2Pe9rK6EYehj441uYOh6+jZVHnQMVjF0HV3TSeKk6Rh6BwhYl0uZQQ6Wh9x26TbuuO12brlwC9Zm9MPAttmwqbc0TS2dYroa1/eStu1TsWFD37b0bUuWZ5jCYrwZb+Lzoz/rrMlUmCnZ1BjXaIvNYh2VNgRrGbQC5yhLYQwZY+JvwtTqJ0xZgGkVFjU5apklH9nxEewBhkGYTXXdst1K9mdRntHZjKEf2K63nK1WrNdn1NsNfd/hUxl2XAlFG422BmW1rJ1piIHI6M2lxm6pp4BXMU7qJH+RuqDE1VlQ0gHbD6JN+3ZWcdB1WKvoWvl313T0XY/rPQotBYDGYm3G0dERFy9c4OKFizOw9hRNjo2Zsa2RlHEz9MIY63eP1ffS38A7N0YRntCi6Wlkv8GaJHnUJEdGoTAYE6QuPlNgDFiL05owOCkDybIx5ThlseYrikaqm5IYgNHS3CzPLUXMxefZlAkanKNtO7bbLauTFSdfu4r2AWuMgHWz5Wx1xsnVq5ydrajrrXBKUxm2NmgzbSo6UyE4fBjilgoiEyhVbMYhzpeNs6pwC8AoKY8O3gtJppMpWeq4WrRRdCNQB1wXubIYyqxAG01RFBwfHXPh6ALHR8ccH0WbdRiwhUVbjTGynlXft/RtLVW7Tkgxqfat73uGXsrDx76ugdkiIU8v+w3WHW0a3woqVnuC1hZrk+duUCHIAsF9T54XWJuhlB6rXyWc5EdvfTwAcd1VrSJ5JKcqCpqYUsxiJsj5QNf3bNYbTq+d8LWqYmhatFb0fc92W0s5zemK05Nr1FsBK0gaUrJqVsyLuBZCiHwBF+Od3s/qprTCWIPNsjF9GmI2yjknGtlrlDcEPEPfRlNEpu2maVA6grUbGLqY5vWKTFuUseSFkLuPDw85Pjri6PCIw4Mjsiyjcz06Sxo84FxH06ypaw0deC9lOf3QC90xprx9PDflBag3WNWy52BNMmrVlG9WMS6oMEa6MCuEGueV2GjJBFBK8uw+thTys5BSmGtWFTBzsJYlTVVRlZJvN9aCEu3aNA1nJyuu2Zx+U6NUoOs6tk0t5sFmw2p1StM0uGHAWGnOZiNQjbGxQlTq94ehpx+6yLWV5eWVUujY3C0vCoqyIsvkdgpghaTth4BrfeT29vRdI2nVtqZuG5TV9J2Qclzn8ENABYVVhiyzlGXBcrnkcHnAwXLJwXLJcrmQQkE3gEFS22Gg7WryPJP4rUq9Gnxs1SllOS5yaYmrlKdGeDci+w/WuWZNhGlSnDWmT5V4qAYIStNnHZnNJJWpVGzUFpdcD2E0AOaioma1xlDkGWVZUJUlZVVRliVFnmOtjc1+B5pNzZk9ZWiayGVtBaxRo23XG9q2FRNAC0CttbGzYAIrsddBR9d39HFqDSGgtMbajCzPKcqKarEkz3OJUMSOhpKZGmhp6Lw01Oj7lrZvaCJ53FgrTlcvRO8wiMYz1pDbjDKX66yqkqqqKKuSshQTyvoBrxy972j7RmqxIncWiHxZKckZfCzNcdLGaW6v3mgFwP6DFUis3nER4MSSVJAyBCbxQFGxZDjacjEZMAI1ZZUSoWW2R63A2hS7lZu3qCoWiwXVoqJoSrqmRQXo247tesNQNzjXU7cNm3ZL00m9f9d2DMMg1rWx2CwnszmZzcYoQwix0LHraCPjyTnJhiUSTlFWLBZLDg6PKIpCqH+osaqhrRtUULg+knpcF4sdBbDaWmkq1w24IU7PQfL91hiyLKPIMoo8F5JOlog6GThF5jPyPiNP5J1oayt1PanbxwqM1BIzAjXccHHrvoN1YkhNqjACTE19QUFJNkuJmaCNjSlEHUuPY/OKkFyrsQXDBFg1tSMPeY4rS7quZ7lcsjxYcnB4wKatMYAJ0s+03dT0IdD1Ldt2y6bb0nQtg3d4J4ucZZnYzlmWy5Y0q9IEN9B1A03T0jQtbSeaFaUwNsNqTbVYSgn30QWqqpIZQynpFdv3bNcb/OAkON/WDEFMirZvaboWbTP8II5Q8tJlMRXhOVitReNHlpqxWmquTGx/nN43Zow9jx0X43SXesKm1xR9kb4Pz5NowPxSdy976u+fYrE6drkLQaG1RRr3xkjATKv6Uavq2T5TLyjRaNgMXxRU1cBiueDw8IDDzSF1WwuXpu3RQ2DoekI/UHc163rNut3QDC0+BLS25FkpnaPzgjyPNfiZcFw1mt772Ougpa5bIXs7Sf9aK9ptsVhyeHDE8fEFFsslRZZjlCH4QN92ZCajaxrW61PYSuVq7zravqPpWmmuFitofSrLRsCqlRorVtM2rTjCqEHTZzouQDJVuE7MuJCa2kWtoq7bbkT2GqxJnoq8m+AqU7gWgGqEXaXNmPNPnbB3g1Zz7ZqoATFMlAnjqiwdi2rBwcEBR0eHtH2DUYpBN6imI/iewfs4zcpU3vQtKKmfUrnGZDlZUUwNI2yOMTF26wN9P9A03UyzSgzU2owi5u2XywMOD485ODigyErh1rpA17bgA+uzU2FYaaSLthcPvRt6sr4TLex2y7KnEQ3j/0e3U00b6jrtmIqtYmOQUVvMZjxmb40f34DsNVivtysZYTVVZqkZZLVWeKScg3nXEJVuRHwdmVCzLQba03JCJhPnpqwqlgdLjtsjBt+TGUOf1fhtg9+2tErT+4Gsy8Z2kEFJI19xjkrKckFRSoeTLMtjVk3hPXS9o+16mrYfe0xpLankIi+piopFtWRRHbBcHFIWJbmxBB/osoa+aynLCpvHKlc3iEMZu9QMboDojPngxzUPfOwPmxp7uBArVgk7jzQjBY2dUOJklUXyT1zNe2ymkchBN1FffVOl2O94xzt45StfyeHhIbfffjuve93r+MIXvrDznaZpePDBB7n11ls5ODjgh3/4h3n88cd3vvOlL32J7//+72exWHD77bfzd//u3x3jjTcns4sG5iM2t4dEs0boymiNgyi/DxNgw+7Y+0jfG/emNGgztqcsqpKDgwMuXDjm0q23cvttl7jj9tu4/fbbuXT7bdx66VZuueUih8dHLJcHlNWColxQlgvKxYLFckm1XFBWC/KyxObSWA1lJG47OOq2p+l6ul7asBttKLKcKi8ErMWCRbVgWR1wsDjgYHHI4eKAg+UBy8WSsqzIivgQGD1eqx89dOH8StcYKaR2eHo/0LmBbpDXwQ9jqXVQ09oB45oKibQWUufFWCOnRVHomKFTmlQg8cwtNPzxj3+cBx98kFe+8pUMw8Df//t/n9e85jV87nOfY7lcAvBTP/VT/Nf/+l/5wAc+wPHxMVeuXOGHfuiH+M3f/E1AQjHf//3fz5133slv/dZv8ZWvfIW//tf/OlmW8U//6T+9mdMZ+aUAaWG0qAPjW/OS39mcMwdq7GWVkl+pRabcgDjwAVRQ+Fn8FmOkSLAsWPolQXvy3NIuF7i6xdUdw6alXq/JqgJvoVeBYA0uQFGWLJYHLA4OWCwPqJbSiifLc7TJcH7ABeh6T9sPtF0MLQWwymCNkbBSUUpkIheealVUFNZCkKU0t2VJGRMXJstQfT9l7UIgOOmUnVaSkRULA0NwKD+g+x7Td1R9J7Vsro+Eci39X50kEqR2LJLLQyy4JEhptpYMl/BztaSStSIYhTdKVhq6AbkpsD700EM7f7/3ve/l9ttv59FHH+Uv/aW/xOnpKf/u3/073ve+9/E93/M9ALznPe/hxS9+Mb/927/Nq1/9an7t136Nz33uc/y3//bfuOOOO3jZy17GP/7H/5if/umf5h/+w39Inuc3fD7zNrQq2lLjIi2z7+3aVIwL3CZu6qhgowMbkvcaNx01xVgxkCIM1pCTs1ALjFWURUbfLPBtj297hm3HZr2AzND6ns3Q0iMLboxgXR6wWC6l0K4QyqIxRuK+sRV83zu6XmKUBDBakxtLYTMKm5HbPG4ZeZaTW4sKHtwg/IWxw5+NadzIdgrJaJqNi5HrdziCG6DvUG1L2bTUbSvx3r6T0NTgYwq1F5JM7xgGP+PziumkY1dsm8lDpmM0IcT1E/wNEln+WB1ZTk9PASmtBnj00Ufp+36ni+Cf/bN/lnvuuYdHHnkEgEceeYQ/9+f+3E7ztvvvv5/VasVnP/vZJz1O27ZTU964wRNMpcn+VGNuYFfGwF60BCI/Vcc6+gTpFBtMbP6J0Z8iD+JsSZLAUuY5y0XF0cEBF44OuXB8xIULxxzdcsTR8TGHR4cslgvKoqTIhE9Q5CVFUVJVYg6UUava2IUvZXWmVagTuVwyPkan2LGE5EbvPU4akh6e/i0P48zlHL+vMVpL2tZa6bBiRPMOg7QR2m5r2WrZUr/ZtNV1S9t2Y+Vr72IYMCCEophpy2yGSckYrQlKWuHfKFi/YQfLe8+b3/xmvvM7v5OXvvSlgHQIzPOcCxcu7Hz3+i6CT9ZlMH32ZPJUXQQnpn0MiKipcUJaD1OWx5EuIalpm9JpPSrGuimjjdTuM3XKToBNrH5hOs0Ni7hgBQarrNQVKIU3Fm8HoSW6gWIjLSGzWK5tYn1VnuUUcRovioI8s1itMQq08miE9pdSF2o2l0wVB07aAnnhDXjX45RQCIchtYLv8MMQ1xoIKEsM+kvWTMZMKihAYq5dP0h3636g7x3WWJbLJQeLA/Isp88H3OBptw3rzYb1ZsOmbtjGlkr9MGBNBiotc1SQZxV5VmBMjlKWgMZj8DfYRvAbBuuDDz7IZz7zGX7jN37jG93FDctTdREUitx83p+DNc3rMZuiQetIs9MeZbywqGKXEh+BpIAQezY5H/vye4eO2ZdoD0jKM1rMNj4c1sTBVwqnFYRAVmbYzEo5B6C9cBQMhswIObwoyrHFudVg8QzBY5SXv420C3KR7E1wslS7G+Iari1D3zB0GZ3xBK+FqtfWtO2Grq0ZuhYfi/h0BhYtbT6zEq1hMDpq4ACtoovNPJquRxnJgi3KBYtyidUZTdHhnZf+YZuNEHQ2G7Z1TdO2dH2PUpJNMzYnzyrKfEGeLbCmQKmcgMUH/cyC9cqVK2N79Re84AXj+3feeSdd13FycrKjXR9//PGxQ+Cdd97J7/zO7+zsL0ULbraLoI/5/Cl2p6J2jQZYmvaUkJYFyR6lHVp7YQ1qRa4NXmtMXAVa0oPi/Xof+a3jFitew5TrSukDUMLqMgHQ6EyhrZC2lQryGx9QXpyfzGTS3jwrKbKcLFYxGIE8VgVyLYWAuTUMWkmDM+9xRDZT39J3NV23pWkVgY7eSIvNtm6o6zVts2VoG3zfo5xDB2IxX05RFBijcc5idZyJQqBuWtzgaLY1PkgKtioXVOUSozKKosB7Ie1sNhu29ZazzZptU9N2HcPgyTNQ2pLZnCKvKPJKEiGmEM0aDD4Y3A16WDdls4YQuHLlCh/84Af52Mc+xote9KKdz1/+8peTZdlOF8EvfOELfOlLX9rpIvjpT396p+3lRz/6UY6OjnjJS15yM6czC+aFicMys1l3uS1TS/C0WqBRSDpRSzWmieBOrCVZg8pFU2BaYINEIYybglg/L3zS1IhsCkFOZoRCuKtWC6upyBMvNotgVWgCRgVsZHkJWC2ZFe0fCCNXtO1aYVDVG+p6zXZ7xnqzkgrXzYptvZY0a9/HxeHiOgDWksdeA2VZxYYUC7Ghy4rM5igUbpBFNOrNls1qzdnJGafXTjm5dhLbYZ6yWq04O5NFNdpO6rfEVs2E75AV5DFLZ7MiJj2EZDRvJPL15KY064MPPsj73vc+/st/+S8cHh6ONubx8bFwHo+P+fEf/3He8pa3cPHiRY6OjvjJn/xJLl++zKtf/WoAXvOa1/CSl7yEv/bX/ho///M/z2OPPcbP/MzP8OCDDz6p9rxRUaOXLzVKY5w1SP8rFevxU+saTXIuos2qokvjZQXC1Bd1brOG6NFNqQdiJCzGcUPsNeWRri2d9NoaehdbYgpzSysdgZpR5jlFno+aNSUOxB42Mfifk+c5bVxnKgTonUN3nTC4tluyMsd5R5ZZtJYQYd+2nK031E1L7wZQRP6rJcuFA5sXuVALg3B/jZb0c13X5EWBtXZsZtzUDevVCg3YLMN7J32xukb4Bl1LGBxWG5TOqQoBflGW0lAkt5HsEjmw8T6lJTO/ntwUWN/1rncB8F3f9V0777/nPe/hb/yNvwHAv/yX/3LsDNi2Lffffz//5t/8m/G7xhg+/OEP86Y3vYnLly+zXC554IEHnraR21PJ6L9HL1+WCldj6wATUs9WhY5E3xDJyFKsFmv0SWGrILzWQZr3jmEYP5GxE0NfJnoJvUiOQcdwkQC1a3rqTSvbtqPvY8VrbF2UlanaIKfKc4osEViMXI4yopmygjyvyPNGtJ2yuJiG9QHstsaerUFrmqaV3gJEsHYdm82aTd3Sew/WyANQ5WRlTl7mFKWwqbQKuMGSWSF9t23HeltTN6149Ugx4tnpKUPbyhphXphcvZMVuT0yq5S2JC9LDg+OOTg4pFyU2NKiC43OQBuZ4VIwUN9gm4ubAuvTdQ9MUpYl73znO59y6SGAb//2b+cjH/nIzRz6SWWs31ex8jSua6+jNtVeo33UpN6gHQSdwCqA1TGMEy0F6ZYde1m5wUu/08i/TIHJRMZINyckckeQXs99P9BsO9arhvVpzXbT0HaDtJPPtTD7y4yyiK0qc6HhZcbG5muAtpho05ZFRVm01HmNNhaPoh88g+tQpkYZiw9BEgpR87pIeG7ahm3TMQTQmZV6qUVBscjJq5y8klJ1qxTB5XSxN0HX9Wzbhqbr8Agpx7uBenNGt11L1YV3+NAT8ChjhOZYLsiLBYuDY46PbuHw8IhyUZFVFp2Dsl56f6V7iMI8E2D95hM12odSgerHfkqGuDhY0KgAxgdUal8ZNCoIZ1QrE0NXsQ+AB++kcYX0s4qdBkeeayD1NYVkJ0fAeiFy972j3rZszmrWZ1vqbUvfS7tIk1uyIqOIWq3IM8rYP3XksSpQymBsTpaXFEVFUbTkeYXJcpSW2xucR7Ud2tR4wNoWUPLA+Ui+dj3tMBC0whQ5RVVSLCvyRUleyTmURYHVGoIny6R6ou17jrqGpu8IBGl6XLcMY4v3WEaOQ2nIily6ftucg8UBh4cXOD66hYODI6pFhS1MBGtAKRfvjWwm3Fiqfa/BmkJNiR4wPq1pBkicyehtqRTYD2mpdpkWpe5JpuAUQZCeVCG2wZynHWYZn3jE5B8EkCl6cHGxjUaaRjQd3nu0li6DZVlQVgVlmVMUidQsYCWFp2JNVpYVFEVFWQohpSii/ddaKTYk0Lse3Wp5IMLs3IN0UwwEKZ3JFOWyoloI478oc/JCbNfMGAhS3BiAZddx0DbUXYvzDk2gCdDH1cQFaGGs+E3NRJaLBYfLw7FWa7lcUpRFrCBQMvvFezStAHVjrdn2HqxaquriFM74GtzEmJqt4TYjuKix7smaDGOyuFCuVKoC4v0TrnOwwnW53Okxka6AyDKZcbn1ut7Sdy14T2YsmdEsSqndKosyMuylQpTUxBDJsmkjxYDisS+oqoZquWTRbhn8QNe1EuvVSogoLq38HVKbLpRBiNNZRlZmLJeRPLOIiYgiJysycYqQlks+BMrlgmXX0A4tEMi0pjBWloXPpERG4WX/hZH08cERBxdu4ejCBQ6Pjjk4PGCxqCiKnMxK0mVcu0x4mTKG/nkC1rGnqlcpDDo1/40l/z7GQifir1SrilbNsbbEZh5r8rFYTzA4hacmwHp0zI7NCV/S4FeNzk/bCVibdks/tCi8hJ9yw7JasCwXFGUhTR9SMwujCCY+FAa01bLUZOGoKke7bDnoDuhcg9eOtjHSPM3L6i2yppXEflGMzd1sYcnKjHJRsjxccnBwwGIhx8+LTLx0bUXTqQjWoWI5LHFhwBhNmWW0RUVXtQxNJwQYLcsb2cKSlwXl8oDl4S0sj25heXjE4mBJVcX6NG0wqbGbD+MWgOCegWjAN5ukkJGP03xITB8PoCJQiQu7JSNJwDpWh2ZiF+aDx8bybB1r8FXM6EjDtuRkMWrXlAgAFdlZCudlafeulyK6vm/wrpcy7jynLAsOqiWLsqIsSmyeozMbm1pA0H505rQRZ6zIA64MLJYd7dAwhA6sp9laaS/Zy4qDYXB4Nz1BRmvpR1sVsgr2csHiQKiDVVXFMnIhuRitwUtOzgRP4UthkymPzQyLvKCrOvplj+8Ggg8oAybT2MJIdKFaUFaHlMvDuE5WRVkW5NZitZHYS2ztlXIsKtywYt1vsM6qJ8QW9YhHfj3zakwQpA+EF2BtXCS3KHEuxKC1rJSnx3qi2X5GMyC5WIlLEPcf+646H3uz+gEfHRBrLVWRs6gqlrF3VJEXsoq0NdJpMM6RIWpGZTTGarIMijxQVQs6d8AQWoJ2WKvpGkNft+Kta1nbCp+6cdtIEJflhhYHSxYzjqtUo2ayhGWsoghKYQlkwVGGCrQns5Y+KxmKHlc5fCet6bVVmFxjS4ky2LIgLxbk5WK2VGZcJlPpsZnF3AWY64CvJ3sN1mR76jl0kgK9LikSxnWYkCyWUZgsTl9lRQiKoiokEJ5n6AhYNa5ssuvEEeI+4woxyQRLhgYzapzWiiK3VFXJcrGUatiyIs8LYSHFRMD8AEpJAkEIDAqfB0pX0rsFQ2hBO6xRNMbQaUtvO3zX452XQLuSqtk8LrBWRSpitVhSlouxyYfMIqmaNsaOCWQhI4QCVMAYi7M5LnP43OOj866tQueiWU1usXmOzUpsXsZq3WxMAiS/cQTp7M/nRefr1KVepnqZwjTzKRrRqhqCDngtadagAaswuaUoC8rlAmKbnKIqRUtkUg2gtY5Zp1hpEGAMYMVQlo+qYazcNDo6NAXFUKHwlHnGcllJNeziIII1F+dHm0jfm6Ucxhhy5H5acHnB4Cs8HUp5YW6ZjNbm9HmH6/tp9cHY4yDLC4qoWavlkqJaUBQVWVbIg6RimU8kJUqcOvJPyUGB1QZvCrz1hDxIAzykm6LONTrXmEyjswxjc9lMFite1fiwz6Mpo/egGJkVX0/2HKy7m4a4iNvUr34M5M+K3IIOKCP2XLEoWSwX6NhppajKUbuaFPvUZow8jMmDCCwPqOgoCFjFFs6KnHJRjedSFTkHi4rlYhGdm4o8FgdOjmL0lGdXlZYSCgbyLMeFiqAGtA5kRhpRFFlB33ax7l80q9GiWbMsJytLimpBXs1qvWyBiVW+KuWpVVQAWhEwWDLhUGhDMAEsqFzFhuJKFh3JFToT51BbK5XDJhu1tZS6TeXXIV5fGDWKIuhnmCL4zSBq9qrjP8LsEzX7QoiAJYHVqrGGqjpYYjK5scWiIiuTLTf1ndJxrYFkrc7NLB/DYT7IQU3stF0tlvGmMdqriyouv1NUUhWQ2pZL++6RAJOWVSfVjBkIPsNnBUoNkd4ozKku6xiKbuxvpYmaVRvpL5AXZGVFVkjnRClKzGJJegJqPH4yYbSJY6gIWkJUymqUV9H2jGC1CIiNglg1rJSZFVemkfKzMZutDAlyfTcgew3W6w3zWZx+ei+OiViscbqOzksC6+Ig9m7KLGVVRc0q7YCMkQxXqomfB6tGbTE/HyUaJisKykWFtgajFVXsjyWB/WKyGbUh6dVoYew8hCpdhNIEa8lVhtKF4Fdrskj1G/Je6v59bCKnJI5srEVnubCd8hxrc0yWkiAahUkDNDtobJamEBPBxy7eXmG8TmyKuOgIBIPEiKPZMrYJT+M0N1Dn/0wz1TNdKfDNIbOSYPUkls91g5Nsy2RX2rggxmK5JM97jLHSBqiUkmgby6L1bBUXtbNbmfZDCKO2VSrW9JclLnipKtUSp6zyIlYEyL51Akzk0SZG2I4HQsKPGjvCKJWPYLUmI8uGuKKKuNZJs4q9bWRathk6k5KSqUvhtPbX/GhSzxZt2Bju0yEW/gXZ0nQWdJDY8OjV6qg1p4EKc8DCdQBVzw+wjuRrIKmkUe/FZSHHnq1jLFasSKUNNpdpf+lkxUBjzLg6XjZ6y3acLpWKN2nHCAjjMQKA1pjMUlQlGIXzDqNUtC2luE80tnjiJHttZ5YQu2VaMmHqkmLQKG0jH9dgjcPnbmSGJZMoxaAF1Xacokm25CyhomZadX4aKnasUYpItdTo2Fpd+h/4nVq3kOyXMD3S8wdZDqFIBPnxQXk+gDX1UJl7mkl2NaCaatqV5HiUkoB7WZZC/Cic0Odi3DXLcgmWj87CxBsghr/G8xjjhmrSrEpYTpLxEs8811baWmoztjCSpTDVuNudM58RvCGGs5DVThTSysjv1KElUDMBCjUW5oXYLyGF+0a37jqtJ8+5muLS6eBBR16wJlH8xjjziNEAyo9X42dx6LT/5F+MD8uNYXW/wepjUwaJ0yvmt3z0qpi0a4qJCqik4rIoSiFNOyfTbGyQNnIG0pqpOmkBGId+54lITp2sZYBW6MyQ1l812mCVwSgTid5p+lejdpp3j5nUUfyHYgxJBZL9nKbf6dSmcO30CHvSIknTlK+S5p5dxBNi8/N9hpkmfMI4h2ksRsDGMw/pCqbvp8Whp/0/HzRrLJkeb+51QA0hLrSWTAA/BrXQGKzOKHKPQdYvTUAzMT1otKwZpca6beA6cKTogxpXIzQysyux8YIKI8XbqJgfjxs7Nz9M2Iyv0R2cvjMeV8UkQoilZmqcTXdyC2Hn13HMVMS+igCUHQeEnRbSkpXpRPQMUFLkz+5TunsN05WMEeMZWKdtZyifiUqBbzbxcU2pcWIbGwaMllsELDHvnQx9IWBblUsIi4wQfOQL6LgCtXBd9ejZThpwNLMUqJhPT+AT50R+EgyjZpXV+TSJqZ1CN7P+MfH3aqaOUol5tF8SAkdTT+2czy4cJm2cPkvZKXm44jXML2ru2M0wqJLJEwKJhyLfjoEplVIz8fzia/L4hbORxic+LIpZ6dHzgHUVF5sc66tUcqRmWmv0TOO6qMn+08HEgLcmZLFvoGJnQTYZWB21ZrpzEQSj4aUmrTMrKdYxnis3PNV/zTUxO22LkqZJ/xZJmspP15FAOn9wRoClA8w4uAmQ8TwgEXQmm3WneUeEYYCYDUygj1O7j5+HeVO7NObToiEjWMfBmqiXauQZg8I/PzTrVDWqknEGM9tqJ/CcxCVyStRoxkC8KWkaHYOMIDX4PmmQaZtHXiZNHkNQsTV89IhmJu6UqdpB28yVmU+oAoYdN0c0VdTHCYPjNxJAw9gVNfpBiaSetHdKTkd4zmd1JhN0ut60f3lwmIF7R8ZLCtd9Os128hU/nuO8ccfXk5sqxX7Xu97Fn//zf56jI1lZ+fLly/zqr/7q+Pmz20EQrp/4mEEhfbojYT5ske+pYim2NtINZdxienWyAqadPMnRp+MlzSUOlE4bU5x297yeeKN2fLYn3dR1O1E7ti7ADhM/gnZcc2pOe5oz0+MOJgBFDTAD3xPGNP4mXH8C8+/Gc77+Mb1ZuSmwvuAFL+Cf/bN/xqOPPsonP/lJvud7vocf+IEfGHtU/dRP/RS/8iu/wgc+8AE+/vGP8wd/8Af80A/90Pj71EGw6zp+67d+i//wH/4D733ve3n729/+DZ28wqKVHW3LtG6AtN8RW2vckFetUoaHnSd7tJ9m31XxO+NNVXLj5m7D9FnSzklbRTs1lc8g55WSPfIMhBFMScapVSXzW42LFSszdaFO08BcP/lRV04PZOqapII011AxcRAIU9dAlVZSlFe5TnkNKn03Xt/s3HU86rj+bOzeOr+e9KwbYt+t2f27/jH5uvc73EjJ6tPIxYsX+ef//J/zIz/yI9x22228733v40d+5EcA+PznP8+LX/xiHnnkEV796lfzq7/6q/yVv/JX+IM/+IOxv9W73/1ufvqnf5o//MM/vOEOgqvViuPjY37vC1/i6OBIJrZYaq3CdPvFTI1Dp9P9Hb0Dxikz3mEVvevRvApCqI5ZTCZzwUvpN0H6Erm4eQmix4UFJHeuw3h+gvXJXp1gn/6LDTRS7HgM8Vynw6+bhpP3rULAEDDBYwijLeji5iO0gprZ8qMdGS8vTj9BB7yZ7G4VJNVqnEZ7HU2CgNMBH9tkjuehkq0tgxlkZeFY/g7Ke1nSMz6sZ2envPj/eQGnp6ccHR095X2/Kc06F+cc73//+9lsNly+fPkZ6yAIT91FUEfNapjil0aD0QGtRYtKxatsSklDNindjrdubG4m1Zqp44pKBV1Ra6jrnIcp0j3XupPmHXM0QcfScKm4nTTMXCcy7jekB0xHQGklnFqdyOB6ZnuOlul11p+aTICZ4p9m/RAfCodXA0G5UbumTd6badaZGaCZzVwxihtw0xikc+A6zZrOMs4Yk16+McPgpsH66U9/WnrXFwVvfOMb+eAHP8hLXvKSZ6yDIEgXwePj43G7++67gWgXxuB66rOaIpjjgIJoBsaZc5zqRzCOrYFGLy0eeTbp7PxuLrvmwKi5SVo0xTMne1Vf98oI2OuOnMyA2cmr8b3ZxT3xbBl/zhMBO5oBo173zB+2uVc//97OPsdtNo7XnUGyUnfNhqc6y68vNw3WP/Nn/gyf+tSn+MQnPsGb3vQmHnjgAT73uc/d7G5uSt72trdxeno6bl/+8pcBSMF1Nf9vMufYcRbm9mv6zniEp7Oebsayekq47NxgePrb80QHawo3PdUvn+zsdo71hMuYwMgTtut/cD0I59fyZL954nef7O+btVlvOnSV5zl/6k/9KUAasf3u7/4u/+pf/St+9Ed/9BnpIAhP3UXwVz70y5RVNfa2mj+5HpntfAq7RFU2BtJDiH3ww+QdK+LyOQIOUUITq4oAzDSnmAPxiymOS/p9dISYRX3DZEfyBMMiWa0xxx/BOTpq8YRG68Pvwi39ZaLdquN4EFLVs6RcA0QCOmNYbEcDx7Pz8XMf48maaLP6WS0V0pfAjTbr9FhOeX89e41DFsefaPc2df2U935Hwh9Tvvu7vzs88MAD4eTkJGRZFn75l395/Ozzn/98AMIjjzwSQgjhIx/5SNBah8cff3z8zr/9t/82HB0dhaZpbviYp6enT6YOzrc9305PT5/2vt8UWN/61reGj3/84+GLX/xi+L3f+73w1re+NSilwq/92q+FEEJ44xvfGO65557wsY99LHzyk58Mly9fDpcvXx5/PwxDeOlLXxpe85rXhE996lPhoYceCrfddlt429vedjOncQ7Wb9HtTxSsf+tv/a3w7d/+7SHP83DbbbeF7/3e7x2BGkIIdV2Hv/23/3a45ZZbwmKxCD/4gz8YvvKVr+zs4//+3/8bXvva14aqqsKlS5fC3/k7fyf0fX8zp3EO1m/R7euB9Y8dZ30uJMVZz+VbS56xOOu5nMuzLedgPZe9kXOwnsveyDlYz2Vv5Bys57I3cg7Wc9kbOQfrueyNnIP1XPZGzsF6Lnsj52A9l72Rc7Cey97IOVjPZW/kHKznsjdyDtZz2Rs5B+u57I2cg/Vc9kbOwXoueyN7CdY9LG44lxuQr3df9xKsf/RHf/Rcn8K5PANydnb2tJ/vZcvLixcvAtKR8PlQi7Varbj77rv58pe//LQ1SvsqIQTOzs646667nvZ7ewlWHVc4OT4+/pa8eU8lqdXot6LciNLZSzPgXJ6fcg7Wc9kb2UuwFkXBz/7szz5p/6tvRXm+Xe9TyV42uTiX56fspWY9l+ennIP1XPZGzsF6Lnsj52A9l72Rc7Cey97IXoL1ne98Jy984Qspy5J77733Ca3f90He8Y538MpXvpLDw0Nuv/12Xve61/GFL3xh5zvP/iJ43+RyU118vwnk/e9/f8jzPPz7f//vw2c/+9nwEz/xE+HChQs7rd/3Qe6///7wnve8J3zmM58Jn/rUp8L3fd/3hXvuuSes1+vxO2984xvD3XffHR5++OHwyU9+Mrz61a8Of+Ev/IXx89RJ/L777gv/63/9r/CRj3wkXLp06aY7ie+L7B1YX/WqV4UHH3xw/Ns5F+66667wjne84zk8qz++fPWrXw1A+PjHPx5CCOMaDR/4wAfG7/z+7/9+gCeu0fDYY4+N33nXu94Vjo6OQtu2z+4FPAuyV2ZA13U8+uijOwvDaa257777xoXh9lVOT0+BiVH2TC6Ct6+yV2D92te+hnPuSRd+e7pF377ZxXvPm9/8Zr7zO7+Tl770pQDP6CJ4+yp7SRH8VpMHH3yQz3zmM/zGb/zGc30q39SyV5r10qVLGGOe4BHPF4bbN7ly5Qof/vCH+e///b/zghe8YHz/zjvvHBfBm8v1i+A92Vikz77VZK/Amuc5L3/5y3n44YfH97z3PPzww1y+fPk5PLOblxACV65c4YMf/CAf+9jHeNGLXrTz+ctf/nKyLNu51i984Qt86UtfGq/18uXLfPrTn+arX/3q+J2PfvSjHB0d8ZKXvOTZuZBnU55rD+9m5f3vf38oiiK8973vDZ/73OfCG97whnDhwoUdj3gf5E1velM4Pj4O/+N//I/wla98Zdy22+34nWdrEbx9kb0Dawgh/NIv/VK45557Qp7n4VWvelX47d/+7ef6lG5aeIqFy97znveM33m2FsHbFznns57L3she2azn8vyWc7Cey97IOVjPZW/kHKznsjdyDtZz2Rs5B+u57I2cg/Vc9kbOwXoueyPnYD2XvZFzsJ7L3sg5WM9lb+T/B20Y7wDU6TN4AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1986</s>\n",
      "<s>1986</s>\n",
      "10 8000 0.00024113201652653515\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>天津市河北区</s>\n",
      "<s>天津市河北区</s>\n",
      "11 0 0.011580057442188263\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>秦涵晶</s>\n",
      "<s>秦涵晶</s>\n",
      "11 4000 0.0001735853002173826\n"
     ]
    },
    {
     "data": {
      "image/png": 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+8hW85S1vAQDceeedeOc734nvfOc72L179zGvq6Nbv/Od72DHyTIasuFPodaCfuYS26FNz07wpyjO5aQVXdfKuUJj+tZjS6OByVxUuedmfzKZYH3tOTz37LN49tln8dxzz+K5teewvr7GnJUyu6xSQOo6pFGHbjzCaDxCN+rQjUYYjUYYj0YYj8ZYGY0xGo0x7kYYdR261CGlVOMHmgitYJFbammqp4tq9bjbYsOpLqGx+LXFAoK5ApvRrDzcoXb5RjhtUd0DR44cwY+e+brjO7r1m9/8Jg4dOoR9+/bZvp07d+L888/HwYMHcemll+LgwYM45ZRTDKgAsG/fPsQYcd999+Hd7373zHmHWQSPHDlSvxxYneR2844hR6v7PT8l5ZwKTCpztIMd2ZrG7jcVsKxhsmjfXsG6vo719QnWJhOsTdZ5WV8XzjpFKXzumCI3x5wLqUZdhYgYAvoQkUJGHzJC6BEFCUpbYkgSkVUMqEAYhA5WsAIQL4HWXwVqBW1oQMqnCO3ngBrdpQMvozPKGgdW5ctbkR8oWA8dOgQAczME6neHDh3C6aef3hai63DqqafaMUPZKIugWr02ZBKAVodBVGuJFKpiHpnR5Jp9qs0Xc7hiVMAD1sO8Gia13792q1YXFWtW4aXra3hufV2WCdbWJ1ifrJufNcSAmCI6KuhABlI/ljaixxTsLeCBhRGlACUBKbHmjwpwVJVnwJ3RqK0vFHDgdJoVYqbpOaNo7YhhGKO8YPoXA0IBKLaADdtA60J4A4ZZBI8cOYKzzjrL8Z1ayx6oatEHB8zatM8BKJFxrjzgqMVrW1TL2c4DqkZKw22VGwpPnawzWNeew7Nr61hbW8Pa+homkwn6fopCBSFGdIm9ABSq9oqo6x4RARmBeoAiiHqUAuRESKlIqKADq1WTQ6RpVK6nGRoA1/zDrVFBGiLH0XLoIocvWsC4dAFzmSVyrJBYSlWpbJWI/kDBqlkADx8+jNe+9rW2//Dhw3jzm99sxwzTsfd9j+9///vbziJYIKkUa9tuuFXHPAAMh5jYn7N+rdk2Cz43gdFZQGyghnoMyJpe1cYeqD5ghTXrOtbX1rC2tobn1tewtq40gDUrEWvE3HXsWAoBMUSkkNDHnmmAwDVQdEANyAlIiRAjVTANTM5gzQ05zeoJkRxn1emaflIqopo0IsWAEIUjpyhrBil3DwMczVDsN6Eo5w/Dy24qP1Cwnn322di1axcOHDhg4Dxy5Ajuu+8+XHHFFQCAvXv34sknn8QDDzyA8847DwBw9913o5SC888/f1vXm6EBBtyaL9Q4JhFzMqddFaQavZ8LVZCqFa/WsGncCtaibi0CCskwFXUpkbeqxZp3NGBNAKtgnU4myLkHQIiRA1JC5KzgKSbk2COliIwsYGXNCvQgCigUkAoQMyFG0axwTe6M+vIGom5TxbGunTYNEKBq8x8Tx9WmwkClyMYdIhJJYLipaA4Kj1S7vEn/b1G1bhusTz/9NP77v//btr/5zW/iwQcfxKmnnoo9e/bg6quvxp/8yZ/g9a9/Pc4++2z84R/+IXbv3m0egze84Q345V/+ZXzoQx/CTTfdhOl0iiuvvBKXXnrpljwBrWicKavTYF2f7ghyH4xzFlsXckshlNIbSLO4m3JfnF9SAQu3MICzaVMOqu5zRhF3Uy9uqMl0gsn6OtbW18zAUr9qyT0AICUeVxVTRJeYRpRUUPqCEjJKiCghIYcMSAA6EXPWGIm1l0JCMEhDUJADp3cgSbOko2kVWBFOq+pohZSQSkQsHRJxoE0hQkICgbhrWA064ggxAoFihasG2WxFtg3W+++/H7/wC79g28olL7vsMtxyyy343d/9XTzzzDO4/PLL8eSTT+Jnf/Znceedd2J1ddV+8/d///e48sor8Yu/+IuIMeKSSy7BJz7xie0WpXWBELHLZ/CWUtCMKICz+02jmmZtmu/CoHXDTvq+OtQLETKBDRoiZPEA9ArWnNEX9YlOed2Lk9/AOsH6ZGI9V33P19N3LYfq26wdEe2I2BALFyIXEDIbPgXcW6U5BVzXL5EmX1ODtGpXZeJGZ4PTpoDRET+sJpWCQgmRgBIEpAHcMaDxtiFwj1rUMgRUb+mQpBzjcS9yFsFvPnYYOzS1t9xGm3Yc4KwtJIEevtknZANorj1M6tCfamC07DPtKj1ABGQHVv19Lj13ABTWpjl75/5U4gDYFTcRrjqdTJH7no0rAF1KWBl1WBmPsbq6itWVVayOxxiPxxiNRuhGI6SOl5hGiF2HkDrEmMyvyorUd/fWHiiYlqWqegEZeFi9BuwadS6zyICNialJTAmpS+wP7hK6Eft4eV9Elzp0XcJIfL8pRSTz/1ZN/fTRIzj77LNf3lkEh+Jcho3Q4LNr9JptW8j5XZWTQo0o3x2JpodLA6r7PEWfpxL2p2CdOLBOLSQwZ3GRmZZTB36UAYLuwerIVnNHwbRiQEHR0aUUAE2iob1LuWpmz9sRHL/3Xi1zS8Xa7Bdp+qW0OlBRg78LZfNWmAZ1/mm/VB68dV250GAN4CFKVOu6WXtpATqIPg0+qdgwf9Ps2awnq+HA3BQX6lGKdo1K6N90gn46sb7+6XSKPJ0iZ44jEJOcO3xkQGBMSRb3OSaEJBZ1UgADIUp5JOIK5p3gruDcMzUpPQPXR4TV5lruXnyk0WvSmJDEeLIm3gAaEFAQIQHgmA9OzNRwdS5uVRYarBE1aKVxsMIZVpgDQnhPQhADjdUEhfq59v5ItJKMMjT4mn+HODQP2QF2itxPWKNOJ9ZDxZSCm32S0awQzYUApJjQWdMqS0qInSwG4ICYgoBXAVv4/kiMx6IGYo88FUMtK09vwYpA7B8VDc4+04QUJe4rdD6HhgA0goJzBQYCHxTducnVfAUqUw6lGy+SN+CHSbjrmWbyM8i3gLM2tZn1GUMJ0WZCIQc8axpDBDSJRCQEKnVgHgnHKxKrRQWIRQCTxavAgGXtuo5+MnUDA7PwRyDKCxFjEM5XYwC6boQ06owX6pqBW8HKjnZt3tVo7MUrMUU/7dFPs2nzBqxR3sfAL4A691NKIHQyOLH2UBlInWHWDG/FkF5oIg63oNK2EE4AsDaaFRWQsO269rlaVdPqWewkkarDOhI7uwOhRJ5Xi5s5NbCLddmWoIBlbQxkEPWgIlp0OkGeTNBL06+8FxCgRmdhdx1GAtTRaIRuzAYVL2ywxE79m0oLgr1shQihFFAQDZ8db57KOC81NnXSqwjExBQgkpQjRRtBi6iO/QhCHVkLbXQkWCUEOI1ZvVYBLl+AAVa06haBCiw6WEkanIEFRXNVbVBqKIDVQGRptqQphGY+Kdy0hpgQk3bRiiY2F0wAFekrJyAKbwQKiFi7lqzN/hR52luXLN+AWtnJWdEjjMedWP7jCloBa+r42JgiYidRVNFuHShAifzCgCpgsxh3SgWK+JoRgJCASKyl2aUfpdnnl0ibeIr6EgeExL+DJd9AXYKkO4iW9sAA22hUkHQ0nACatbH+fSuE6pnRXoI6GVtoT4DI7i3jqWADJwJESfyDskYSzep8hjClzODWqA8LXOaOgdIzcDUvAAemsKWdUkTXdUijEUajDmPVrOMK1NGo42PELRRTrBQgqPdCXkPh20QZVJSS9BafUHKWRMtk76l24gpyxU6vzb36TBmoClClDBILoDTBIsSwtWWLz3uhwWp0CdW2mvuOqkq1jdAeHCNQiowkJYQSxcbibkQiAiXu36YQZdRAgY4uiAhMV0PVGKzi25ED5jqStywCSFH8kSNeFKjjsQPseEAD1LgSjUZBg2xY26smU/6qvuQigdel5OrRABBKEIAm8WqIqhYwxViNOTbuxNfqPjONcaD1xprr+fIKZjPvzTxZbLCqDGjAzLaTADdniHoOoPxJm2USYsoGlmpXbmPlpDrsGQGJAor1mTuNLwTXZ7qGWP/aE5RSQtd1GHWtRh1LJ8B4PMaKgrbr0KlWjYE9AFE0PQKyDCkpPsZUSba+MJpnQClAAPToGAJS4OCUJLy1Lsmc/F0Sj4VQly5FxC6K4188CMLBo0Vm1dgCVzr3/9iy2GAl19xDuCp79B0FEJ+grDXJmqWtVD+txl5SQKRgYESykVkoIbGhEAgoTB8IPHY/GlgjZh8HLLUPAyQKGBio45FwVAPpCCvjMcYrY6yMx1hRLTvqWJtZVkGuhCIxDhohVUJh0FnkFYsW3ba1LIEBqSDsOqYcYzH2xrpoOTrR8gbeDp32UCXl1OwXjhZCqJ0Zvn5q7MFWZKHBat3czuyvgJU4AQdYoGYjYeCQadVIAUWqkqAJekmC27hZLTm1Vq/0BlEsKCEhBYk4kjC+qLwU0TgqQo2k6roO4/HIlpWVFYwEqCsrsozHGI/GGI91yAo3tzCuKomJKaNHkIzZBX1I4L8oRlPQUG02awJ7ImISTSkvTjN0xl6eFdPyo9HYgTVVbapAlXtL0iVbNawDrXuRPWSPJQsOVrbGqe6YASw0RgCAkgDVqMoEIrjpVKCqYo6hdrVGJOQAhKyallP6MCdM6EJGDgrUZA8nhiQuMLb6AYmm8lprPMbqCmtSBu0Yq+Mxx/EqHRiNTHvViTBEq5aMvnAuLOawBX3MDBYpR5KXKFv+VgjvZG06GnWmvbvxiMd1jUcM1JUVXo/GGI3HDOpUPRMKTnO/uSWGZN21QjYaoDJ1PhHAyiOB3Y4hDRDDHMGisXjAnPj9tIkM0jzGCAqqR/mJkrikiljZEcm0LkCgklACa9YOrF2TBEtHWVJI0hvE12KAVF/qitOm2vSvroyxMl6pNKAbMU+UIBC+GwmuCQkRvbixCCUWdKFHJ9dOqJqtiwkFQcBagToejTAajzFeGaEbdwZMD1TVrJ3rWfMgVY6qmjRFfXmFIiFU7tpQgBMArGr9mpA08775hwLWV4uCVHOFBosxCJZJwg4GZQlkya2PkIg7DLpQUEIxYDZLTIixQ4qZc/8EsFHSuaZW1itCB1ZXFLwjrIrmHXcdUurMLaQdEzEURGQbukOBkCV7Kydxi/UFihEkGi6mwJFRYtiNR/ySjIw7ewqwwsAdrwhvHlV/r0ZRqdtKuGnSABgBa23648xzCFvMCLDQYFVDt9khUq1x3W5T/+rwjuBAydHxvhqjnJYQOVQDSpI52DlKIDQbM5Wr1mZfHf4xdXz9ENCljptdMWRYs82ux/qdeAtSSmbA8ZgvKXgh6amPzZinqENgguONMTIXT1KOboRxJy+HgFWBOlpxYBXN2o1GRgE06CYMQv5Ue5pGJTWrAHhD057UCaBZ57moSN2HBtL6tbc8TbNaXVVvLdO6CB7lFbiblZinEhEQ2aeZQkA2i1tA4rwC1hRG1rAAvxAcqCJun3mLNK9qwBgPFANFb0i9F3aD5h0J7kWtja420QRiA6ir1v+oE+CqJtd8BMKruYNCXpquE2vfA7VOe2RjtBqNGiSeorX/TxgDa9apijnb88VBU3aoiwtm8as/lGIFbIwBJQbEUt1C7VL9iarJ1IEOOW9M0fyYle/VKYSiSwxhzn3oWDLm1M3I20yWQ6uOdqgJN/j+ArvnivPxWjdvJ54A5cbsFRiJEahg5v3VNRVcvC0MhFIvNOu+48czBOaJolm9BIha5U0CB5ZoJ6sd4yrGV2IdqwWXXYQfsPiIePhGseeCRp37Rc6tvTcpshaTIVO150cnYzOka69TO5BRR9uqNuUBimTDbaaa47XvMZH8WTxYUYaGQyLTQkCQl0ZDDhWoFbAduo6jvbTHrBtJ5H+nsbW11wpBm/XoXv5glKr1M+tzmvfwji2LDVZLGeLEAKv9VPM0b7Cf13PV5lQNKOW1Vd3C1asfy9XmdgJq5JEOTU5FYg/EZRQ1+MNA6seCZeQS0efems1SCCmKp4JgAO5zxlQTvE0lN8G0xyT36EtGXyxkRTo+ZFy/i5FtYmfN15pcWKLEI3QRKQUkCaCx5r+pGHVJVcA2SoIwi82wNbBuKzHb9ddfj7e+9a04+eSTcfrpp+Piiy/GI4880hyztraG/fv349WvfjVe9apX4ZJLLsHhw4ebYx599FG8613vwite8Qqcfvrp+J3f+R30fb+dorA0MZSyHQRGAgK1kGtwsPspKu/zwzOC8kHVEzNtvQJVPAKlakGyqa5ZM4cUrMuy65J9jhLpr0CtIO3RFx5kaAMMpxMetzXhzC06KrZmdanL2mQd65LcbZp79FSQddRvjECS+Qm6hKj8cw5gG6BaDECwIJYYha5YLCzMwFK+Q4hNxVmw+2Df1ojbNsF67733Yv/+/fjSl76Eu+66C9PpFBdeeCGeeeYZO+YjH/kI/uVf/gW33XYb7r33Xnz3u9/Fe97zHvs+54x3vetdmEwm+OIXv4hPfepTuOWWW3Dddddtpygsvvl0Ee+mWQWodiyUMqlLK9SfFu79qbxzcBGjZdT81WHc0u8O1azMb1MUsHa6JKSkAR/a7HOEVJboKM4yyCBdn0perPUJntO0Q2trvKyv4VlZP7fmATvBej/FpGftmkEogXuQkQJCF0WrxgFQE5ImdrNu0ygBLBJdlVC7eg2L80HItaXb9RmI4nWHb02zvqDRrU888QROP/103Hvvvfi5n/s5PPXUU3jNa16DW2+9Fe9973sBAN/4xjfwhje8AQcPHsQFF1yAz372s/iVX/kVfPe737WcWDfddBN+7/d+D0888QTG4/Exr6ujWx/99v/ULIKAYFA7BajdrrcMQ54YSFaRBG6qOfuVrDlhBc9ZJUCaaLKKKdbXJ1hf52ErE90/4X3r8nk65TFZhQookIG3GyWMxh3G4w6jsfBHAQl3rXZIsUOKCQEJOmpVM8coX1UqMJNiU1Jb9hJwDeLRqylF7oxYGWN1dQUnvWIVJ62uYvWkFaysrnAMwJi7grtRh9G4azwYKbJxBenA5aB08XnLYi2WVG10Sd2Uamm1HzlyBLv2nHHM0a3bzs/q5amnngIAnHrqqQCABx54ANPptMki+BM/8RPYs2cPDh48CAA4ePAgfuqnfqpJ3nbRRRfhyJEjePjhh+deZ319HUeOHGkWvlPaZIFv6zF0wrZfu4o1CtAcbhj3nqGmq8wZcSFAeGHghzuKxgM736yK9W8aumTLwTrpeRTs+mTCWVsmnBeLNShr1GdntGtNnLE+nWDSTzHNmYecOyMLOlVRigiJu4PrZxmwaD5U4Z5uNICvV4LbdlJrpWpW502rqTYDeNzbFuR5G1ilFFx99dV4+9vfjnPPPRcAZwgcj8c45ZRTmmOHWQTnZRnU7+bJRlkEAbTWZSDrrbK+Vvk4A1j7+TDRu/schH4qH4Ozs5xNoZ4DXeuwkFQSOh3uHDP3uEEG5iXY+HkAYuEX9kxBEmhIEDVnjOqhxpUl3sgZU9Wumhi4SSgn4Yly6zEEpgLN1JrusxhMwYX8+3SZjfvW2KaOmkDrSXSVatUvLYNuz7O1NpPnDdb9+/fjoYcewhe+8IXne4oty0ZZBO2d9YCdqa2NoOj3zgHxvEM9YIO6pdz4qRTRSZ7/TvlrCJbCMpfBUBIBCqSvX/MVIBNCyJyblTQtZHVZaRpNpgGaTbuC1Sc11nuu070LwLQ6/Fs3rJ85AHQhudiQQG5GLAdOAW2ptiLPC6xXXnmlpVc/88wzbf+uXbswmUzw5JNPNtr18OHDliFw165d+PKXv9ycT70F280iWP2c7Xad1odqjQ4w6yvLeIFuBQvP5q989rzgIouEX45SAXUDL4DNtZqRcmQXkhhjnMaSTGOrr1VH4mZDQeFOAAJHlwlQla9yZkLNHJMlz5aOF6s3q0NNgIQYUGcxdO42KpCMLVINZeA+LkZHa4ogONAOgT18RlLbXpvWz1szm7YFViLCVVddhdtvvx333HMPzj777Ob78847D6PRCAcOHMAll1wCAHjkkUfw6KOPYu/evQA4i+Cf/umf4vHHH7ekwnfddRd27NiBc845ZzvFaXjnjGFltey+R1st1SJtoavYbfAtXDZGjgEokUGKrjOKrMEi08RWdtcnTHMRf6c66YvFGBikgpaNy1ynImJaoM255u/vnQGlFMBndwGh5nW1dD8SyRpksjfJlkhzlpI5QIcyx5gX46tqlHIvXtsz1SqF1tgPQCAbctPC90XSrPv378ett96Kf/7nf8bJJ59sHHPnzp046aSTsHPnTnzwgx/ENddcg1NPPRU7duzAVVddhb179+KCCy4AAFx44YU455xz8Ou//uv4+Mc/jkOHDuEP/uAPsH///g2058bCtpQnR77pH7Rdom/N9+8Ifq1zchqWDKBa7Ty+PyFF4hEEEisbwXSgT5n723OHLmdMc0ZXeK1J26xXyWXTrp9dgrjsZlzRmVb6OrHFdNpLOqIe02m2sVVloN1jZMd/6RLU3Ekxyizc6uWQBHR94WyFsaBEQuk5TXwJFXgg6JjChjV4kyC4eq41GzAcxcr9BaE5z2ayLbDeeOONAICf//mfb/bffPPN+I3f+A0AwF/+5V9aZsD19XVcdNFF+Nu//Vs7NqWEO+64A1dccQX27t2LV77ylbjsssvwx3/8x9spCgBXgYB7s8kFs1TtqkCtDVGsftigw13sZA1+ATWwIve+xsRDkWUITAoRXU7oU0aXWYt2uaCTHqSucApN7VGytJjSpOv4KOQsvVOEnMWQ6rObXaVq0X6qMxNOmQLo7ITyYqo3IqaEriQQjfiuQ+BjU7KJOYouKSOnghyL5HiVObQ8yFQVNrkCap35mcgMsA7Y5L5QYjDM97Dh817kLILfffTbNYtgQwOoASqEw+nQKgRuxigGm3ZSm6IAGVYtWlMzEqIwcbPmMuswa9F6AkIGJQNzWoosDNKpALn3aTRds551CiFdpjwJcd/3yFPJqqLzvCpQpz3ytLckyDx0kMHKXaS1z98PRFxdWcHqeBWrq6s4aWUVJ62ehFWxDcajFYmyGtswlyYbjBsZ0IxaFU3pPSO+R0ttgKFKPnrkCM587Wtf3lkEvZMZfq2fFbwD66pyxQEdGJwm6AsA1QKaOgeSpYT3lRiQSkEuESkREhWkkhFLQaTC61wQci/rjNBnEHoQshhwqmU4/LBkIGdC3xdu8qcVpP10in4yNSD302wclHmphAJSRAegBKCkwPG3JYOUAhSlAqLBU0aOGTlkHo4DibzRpGsyN2xKwq1jqRllBK01/Xo1nYJEtJHvhJFaHdoGm8lCgxXADFCDcwAAs4YSxJ3UOLYbPiHH23nqGC7fiYAQLT9UKBIhHwvnw5LxUNBYgZI5D1YMQOB5rogChAHIA9apgYIZVdmmzixN868atu+1Ge+rsQSY7zYU1FwFunhPgBlUwl37jD5mxNBXX6tl1tY0ltk8B+yuY08FrPNAuX2oEWuelw647qzZu7EsNFj9sOJm/zF/KTW2kTdgcCi5cV3tuZWb8W91wGGRzNOcW7/m1YtEiEmSuVlWjMr01EVUhLdq0mOb0yAPHf7KUavI+4MYUAPBJY0Pu8iqyaj3VgSwOjtib0HewTGpwVSZRfJhlYCUeOBmihA+y14TKjq4kZuiIF/LG1Vbri0y0YUGK4vdPdR82vLPmjMMjQhlEAPuSxonK8hyvsoynOjN/bUtQOXUNSu1aDnlxebYd3NwSTnUUCLOccTWuWwHgPlq0hjUwfh+8RHbxGrihciFNbdOSUTgl6YjzuzdlYJUCmLJHL/QJaQc0aWIooBVg5M4WD1IGqIYdExbcNd13oAtPrSFBivJm7+RLvVfadigBSHLMcNfVi8CqlbV3qACAyi0h8oAykDTlO09kYXn1XkKss05kJUzlt6aYeWQJFMS2bXE0o6QBMcxSvKNDhQjKDGg1RKP0mOWUkIaST6AcWf5srqUuOcNVbPmnBEwBVCnScoloy8jpNyjzx1S7pByQp86dJnPnzvutUslokscaF5SRNKphSjyRG2BX6KI6OpdUXsiaNYB2WxuuXlh2Uauh1aoahZC08+NFoUDqoJWNd/sBBrZzVWQiQywfSnsJXBNLbuipjIpseZt5TSZpeTKd4mqJk0RoIgQOvZkJOf1gCovl1/VQhI7pJFPSFGHdAMkATTBmnoGqYJziqhA7WuMa5clMUZOGEkKoSIjXjuKoMjhhUkmyOCUTApcyR8o48m26pBaaLBqQmCDpba21sywprFjvOU/0K4MVMwClQkkT1nupzSnXB34lE0T2YQYJGP6icSV5XueMrIYSgrYkjk1Zck9J3MjMdYCWQxCSBEFnYC4k3ywDqTaJSxdvTW6S+YCMHeTm4QCYBqQe87sUjJiToh5yr/JHWLvRg3I55GmGcoJuSSMug6ZEkbUoVBClwoSOhABSetZ9UVQ/iq8vZwAYMWgMbdMQbKLjI06J2rwv6jqlx8aWXe8ArVO5+NSWJpjn63wTDI5m/TNZ6EGDFad4UW1a19ngmkAmwWoPXsPeP5E6YQICJrIOEozGiSaVECXXOY+9kxUDVunrQyW00uFpIaoZBRkoEgEVomIOTJwu4SUGahRtGqfO4xyh1HpUKhDoREK8YvUUde4+tWGjVGeSXA9XEPP4iay8GAl04uy7QBLkHkCHCLDDGDrz4NqVIK5e5pJg4Xb5aIRTjJXlkz0xqAVvqeWvIJWe6wkrK+X9JM591Wblp61JgoCCkIAJ1eL0nNG2mXqmnrNK6UDEBWooQbfBHHEW1czlKu6+WbVkAMYsAF83cLAtdEDhTVpLgJQdCCMQBKozi1Y5dmh+YsoVCQzTXTurBNAs1ampts19M2qK9DgODI/ZN1Lc6z/GlBiBpL0VPH0QZqvXyZnK6pdq2upFA2qrufI1scvuVLFoCIxqAKpRmVNSYjG97i8EkyTNLmbpp102VGMErSVxY6IWibucQMo83ieOvARrP2INXqgiEKZZxBEQqGEQtkAat2uOohQtLfmTuC5XCICiri0xBOgiuOEoAGVBKG6rzYyrKj+BkADXqqc1TQrea06AJsGkxThoKZpxcp3v1Pne51KM1twCmmvgLwc3kBiTue0D4KB0PK6Wua/mhijmRDNbpvkElIW4mHcMesgqh7aUeCtc37NuXy5iMbMzP1jAXIOyCkg54icImLOyFHoQ4hImrsgyL2GWK+xdSejyWKDdYuinHWjzgIarkW7VCd4nbtVLfupRurLOsvQZ3Pcmw/VgZ44GQVl8S4YO9HmG9ybVVysAgEaluenotTsLZqwjTNiiw9V+I53/PuXT1+6PvfMYfuIEHvhqtniXY0uWR+/VZC1QjUedhAf6/fHwT75C66+tyKLDdaZ4ACRGd+regXmHIuqlxuAmqVfbNpMmzJTglGmWQfs9eaWUm5rD6+IVjPQqrMfErWlSf3ZqZ4AM5+N6xn3jFWrStPvfacxtVa+3q7RGce/+5yRco+YeGE3VY2JddkGhOuHxmiruVZVO6MqTFXIClSZP8uUqjt8g0cyV14GYHV3SrVy6z5UN4FSBquwCl//xhfoZMKtRs2lRk3V8U9ZOGyNC7V5YsWrULUbHDeuIYcBPCZLC+YjloaT+2rEk/VIqQtJweojnaROiGDhg/rSdeKZ6PqewxpllKy63wplqxPvMglujqykeWc1IZ36BT1onQbWe9fz6iu1VUKw0GCtz8Tfrh80CDR8ltA0b/UXLIqtql3dJMLeV+qafwWtadZcmuYfpfpvyS4m7qNA0CktDaRmpLhcpw6kLV9NLqmvdqPGQZMNoyTz55nt0enwbQWrH4JjXgK5iSFvjsly0VqWbwtlGzyawQ7V3FtkAYsN1lazVpu/gsKJa37811pR0nK5WVhlanahAeyWqrGqrF0Lpn1dm1bNolUVrPLgfL9ZkBBDDm5qnfnKPWtSNx9D2mYY9Ln8bUofcRqp9W/0ZghYoTRmNAqXLUZ76mc/haZq/TQArKapn8khaP3csHJt37x6GYA1iBoVO2TwllpXFm9S5a4B1MSweqCaZjXAVn+pPnTznZaC3oXyUREDStFPSq35Yub/NF+p5BdwvU2aCUWDUWxSiViBaTn7NSOhTz/pm1fVrEQckkj1HjwPL87tVkcyZLc/O8DWHrPkKEEKnhaEls+a10YehaMBW5WFB2vLWcG8qmHwtdOAhp8bss/VV8gwNuCwMPdOffjOJURqoGEA1Dmucde8MxijA6X259eEaJrSp4LY5X1NLrXmgK+q0chlxkzZh5q2BtxUoPa5lxDFbIBViV7D6qTEwmPrRBcDDl0fXtWuW8TsgoPVrcmth22+86l68MLt3WwZHicO0dZnGxSU+p1+E2rDKAaTalFNI1nBWRP8JuWiEuZX809VsHIPljrfq9dgFqyqXauWNcDaSzcELVODLvdGE7h7udaK+YWVwzp+HX38gfHoUOtNi7kN5bqt9EE33ngj3vjGN2LHjh3YsWMH9u7di89+9rP2/XHNIAg4X8g8aG0mrjlS67z5zi0W9Y6WV8rEZprALMU0mGrHTdnjJmZTV5Nmmh51Ml3PWCagGI0xGq1Ibn+ZdMKlTx+N63yuOmt2p+4rW+pcVhqA0uRgtdSWI5sxhrNcj22ii/FojBX9rKnbZQYXP5+sJRk27S/TH81kxg6W0KNZ2sexqWxLs5555pn48z//c7z+9a8HEeFTn/oUfu3Xfg1f/epX8ZM/+ZP4yEc+gn/913/Fbbfdhp07d+LKK6/Ee97zHvz7v/87gJpBcNeuXfjiF7+Ixx57DB/4wAcwGo3wZ3/2Z9spSiuNjdVqT+0OmNWpbR4WqsGu0N6ioPxLmjeSCYc77z+FOvUDSpQemgwzqAK52Uqs+U8yvZAEhvikZ110M6EMOKuLAUihZsuus/eh8QSQcGWlAIHgPqsriWR+OslRIAZVigFZMnxn+VxStEGJWtc2Y6C7P5vDQDh1SPPnHqjadmuP+QWPbj311FPxF3/xF3jve997XDIIAnV06//8z6M8GtLTVptYWF1Vbp/8r54VdcgIM3UxAHWYR5Z+fLWafRYUGRrt/avaMyV02mZ/GvpLhZNGx091avZhk6+pidQ7EIMm29BIK9gIU/vn7t34dgnCu2FeAgOsNDG1t01jIbLxVY04s3NAlWMLQO6N81Ql1ZdUo7+coXn06BGc/X9e9+KNbs0547bbbsMzzzyDvXv3HjOD4AUXXLBhBsErrrgCDz/8MH76p3967rXW19exvr5u25ZF0LX+M+48x1uDZgMBXMa6ga6VIaucoIGd9ZzPVDqYvPUumVe6GNGnmgNAfavqV1UWa5pPjaCoqc4l+3RyiwKymXMgtGvVoDqmquF/s1w9BLk/HSOl3+rtk77cDNgiH0vgGIBUAgrxaFnjvLWiDXgNaKN0FES32CyDAlYtY9gaG902WL/2ta9h7969WFtbw6te9SrcfvvtOOecc/Dggw++KBkEgU2yCCrhbMxKbZhh87QSOVvIfspO+erWCgDxhJgR0CAnHogcdNKLKMM2EjvSu9QM4jOwwtt+tYk0YyNGSTNZF+V3fj2cVdrSTw4B2lxw4McLYfAmB9hwaeLjg9abHBuJR7OWwMnjONBc87AWq3IzNgFnVEahI9G9oLH1EBhXdQbpFmTbYP3xH/9xPPjgg3jqqafwj//4j7jssstw7733bvc025KNsghyn7s/kpy6CBW65p5C8+CaaXkAmL1pmjDIYE1JiFEKSmTeVlKyUQPFmv82QEOt5Yaj6chRASwEtAjzOZ1qUXVANJZ0o9/I6J8FnQc4YA01rowy8HPZuq8JQCSZ0l1SdfJnoU5Co/SiBCug84zIPUD9v60fWFuCOr3n5rJtsI7HY/zYj/0YAE7E9pWvfAV//dd/jfe9730vSgZBYJMsgjRYB0Ad/wrcMPi67qg9PLW2IRXKD1778BHreKg6ApXqqFTH9wBn5CquHEdDcMn4Jec5BckkHXQUQBAMBDMDTYEGWPn01v2j5lsju8eW7oRG4RrWiLWtaTkBMMmB6m/mHAJUkynLmkKtT503QJt468WCOvFUjai8iDRgKKUUrK+vH/cMggBmvVXDJydiLWHTbqGtcXhdXEQDKjVQqBA3hZJKCOKjrP6vOWBV4Jm7JjJvDkniVXWtD21YPoEACUjtFuRltCzfw5t2dTNAswI1CBMK9mLUF5qgGNKDgBrIjjZeJfht165I/dr09fK5LWbYKgvYHlivvfZavOMd78CePXtw9OhR3Hrrrbjnnnvwuc997rhnENxQNgDsfPFAlR8b73Kg9dqJiK0OaWPVsvbOWqNvc8EqAxhFo1KQjCchgIYFV7ByPOGAXqiGZe1rNEF/4m6xeaGH3Mif02/LeRWkegDZjDioNMMDdy5Y0Rp2w/t8MTjr448/jg984AN47LHHsHPnTrzxjW/E5z73OfzSL/0SgOObQXBjCYM1QDSnMprKM53ofl1pRK1LfoDecm4iYZxmtRQ+ZgxVPlcBKhNHQBNLhHqq1iryBTdtxOGFZNdoXjidf8rNQ2VFHGpdahPT2QfjMRWsnoJoi8ULGVjJvyleedh+d29al1uQhc4i+J1v/X8Dv5yDWlVtdR8ATXfOCtGDwx0lATI6Tbut7Wg7geO98nvRWvysRataOVSzBimjgjVUzepATw4KRjOCalFCVCNJ124OBQUNyWdmK8G+1xfTMwszfRSMNnWQjEaNqFSgNkoVqMP3Vq4ZpN4b3jB4nj965v/18s4iuBFZU1Dqq++bJtWgpoAGZxB92PA346DuOH5ggXuCvHso6EN3QHWMUHuVyO1ry6PoaQGKwQvjfonozmhlcyUeKlPz2ulnd0+h/anUwYBXGuaHbYCcgWpl1HxWVmn1F1agrenLhQZrtTRnHxCax8rbRH4tZ/DNoT1w96tQH5h/nBVYw9leanPuQUlN9hh92mHmfHyt6q/VZ1tppk9s4dfuXpyQlQMNjsj5mL3jasgnh7XYwr5eowWeEtkKVGd/tsHxBGy1cV9osHrRR16bJjQPA36/HGv+c78vVN6pxosCNaBCFML1GvVMmAHnjBZtnosHKpeezy15q4JcLRhZEG0NczUN9HMV17zPXJKGcNPteUD1AJ4xAeuPDaSo63mLHjrz22PLQoO1ztHkxEWkA1K95LWf523zKACqcdTqpaaNNPcsSaxBc13fvAvxI3cCGkLIl47BqdN4Wlx9kzjCLcFvt+fdCAK0wbqtidluhKYK5IfBI5FQ53jw3VzzbpUwZ+fmstBgBVq+NUMBRLttBFSv2fSL4UMJzQenQm0z+Daar0cD7UqhGhp2fQXw4EmGeid13JPnq7V87RJm7kbvfp429BhqoeLuw31ydz64ii+i9ODNaNOWEswW5IQA60zjd4xjZz/P0xibAdYem3969hSHEIqz+3wzOfsa2X4CNda9HjC847asnlZ4WG0Mho2168YyvG2/nnsidcbalYZKY2vyguZufTnKDFCHX+jHeYhuDt6AFvgftV0/8zXPnLJtVuatvrpePGDnFeVY6xcmx7hpJ0uwzpFZbes/OR3WBG6gfjYyuRFQ6/aw6Qbg2cDcMm0Cf3fMTD/RjGxMBdpjKiUYro8lwyvMeS22jtVFpwE/OJn7YEWFWkhd0OY1WAXXxm0+zZh/Fc9L5x+90f7Nxf+CZvZsRYa4CcMN4+7PV57fnQELDtZP3vhJrK6s2rY9Hnthw+A7/t5zK23SawsuZxkGiAxnx5N/piuMswLQwA3ZV0MRQy2V46w0VC96rUh12ytvONzAa9H2fjWcr8g1hjYOubrS37a2Z3CNBzUYsxgrdx+NJ6A5maurYdc3oQms30wWurt1KS8vOVZ365KzLmVhZAnWpSyMLMG6lIWRJViXsjCyBOtSFkaWYF3KwshCgnUBvW1L2YIc67kuJFj/93//96UuwlJeBDl69Oim3y9kD9app54KgDMSngidA5rU49vf/vamTvNFFSLC0aNHsXv37k2PW0iwRpkScufOnS/Lh7eRaKrRl6NsReksJA1YyokpS7AuZWFkIcG6srKCj33sYz+4LC4/5HKi3e9GspBRV0s5MWUhNetSTkxZgnUpCyNLsC5lYWQJ1qUsjCzBupSFkYUE6w033IDXve51WF1dxfnnnz+T+n0R5Prrr8db3/pWnHzyyTj99NNx8cUX45FHHmmOOe6T4P2wCy2YfPrTn6bxeEx/93d/Rw8//DB96EMfolNOOYUOHz78UhdtW3LRRRfRzTffTA899BA9+OCD9M53vpP27NlDTz/9tB3z4Q9/mM466yw6cOAA3X///XTBBRfQz/zMz9j3fd/TueeeS/v27aOvfvWr9JnPfIZOO+00uvbaa1+KW3rRZeHA+ra3vY32799v2zln2r17N11//fUvYaleuDz++OMEgO69914iInryySdpNBrRbbfdZsd8/etfJwB08OBBIiL6zGc+QzFGOnTokB1z44030o4dO2h9ff343sBxkIWiAZPJBA888EAzMVyMEfv27cPBgwdfwpK9cHnqqacA1IiyY02CB2DDSfCOHDmChx9++DiW/vjIQoH1e9/7HnLOcyd+22zStx92KaXg6quvxtvf/nace+65AHgSuxdrErxFlYUMEXy5yf79+/HQQw/hC1/4wktdlB9qWSjNetpppyGlNGMR+4nhFk2uvPJK3HHHHfi3f/s3nHnmmbZ/165dNgmel+EkePPqQr97uclCgXU8HuO8887DgQMHbF8pBQcOHLCJ4RZFiAhXXnklbr/9dtx99904++yzm+/9JHgq8ybB+9rXvobHH3/cjnlBk+D9sMtLbeFtVz796U/TysoK3XLLLfSf//mfdPnll9Mpp5zSWMSLIFdccQXt3LmT7rnnHnrsscdsefbZZ+2YD3/4w7Rnzx66++676f7776e9e/fS3r177Xt1XV144YX04IMP0p133kmvec1rlq6rHyb5m7/5G9qzZw+Nx2N629veRl/60pde6iJtWzA/dy/dfPPNdsxzzz1Hv/Vbv0U/8iM/Qq94xSvo3e9+Nz322GPNeb71rW/RO97xDjrppJPotNNOo49+9KM0nU6P890cH1nGsy5lYWShOOtSTmxZgnUpCyNLsC5lYWQJ1qUsjCzBupSFkSVYl7IwsgTrUhZGlmBdysLIEqxLWRhZgnUpCyNLsC5lYeT/B0ikhGw7yej+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>女</s>\n",
      "<s>女</s>\n",
      "11 8000 0.0028663191478699446\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>894012199403294037</s>\n",
      "<s>894012199403294037</s>\n",
      "12 0 0.0001909195416374132\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>269863199612283539</s>\n",
      "<s>269863199612283539</s>\n",
      "12 4000 0.009443390183150768\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>汉</s>\n",
      "<s>汉</s>\n",
      "12 8000 0.01198561117053032\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>27</s>\n",
      "<s>27</s>\n",
      "13 0 8.758516196394339e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1980</s>\n",
      "<s>1980</s>\n",
      "13 4000 0.05855000391602516\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>956887200907052618</s>\n",
      "<s>95688700907052618</s>\n",
      "13 8000 7.168539923441131e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>汉</s>\n",
      "<s>汉</s>\n",
      "14 0 9.276337368646637e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>24</s>\n",
      "<s>24</s>\n",
      "14 4000 0.013100631535053253\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>529058200106109529</s>\n",
      "<s>529058200106109529</s>\n",
      "14 8000 6.660918734269217e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>汉</s>\n",
      "<s>汉</s>\n"
     ]
    }
   ],
   "source": [
    "optimizer = torch.optim.AdamW(model.parameters(), lr=2e-5)\n",
    "criterion = torch.nn.CrossEntropyLoss(\n",
    "    ignore_index=processor.tokenizer.pad_token_id)\n",
    "\n",
    "for epoch in range(15):\n",
    "    for i, (pixel_values, input_ids) in enumerate(loader):\n",
    "        logits = model(pixel_values, input_ids)\n",
    "\n",
    "        loss = criterion(logits.flatten(0, 1), input_ids.flatten())\n",
    "\n",
    "        loss.backward()\n",
    "        torch.nn.utils.clip_grad_norm_(model.parameters(), 1.0)\n",
    "        optimizer.step()\n",
    "        optimizer.zero_grad()\n",
    "\n",
    "        if i % 4000 == 0:\n",
    "            print(epoch, i, loss.item())\n",
    "            testi = random.randint(0, 7)\n",
    "            show(pixel_values[testi])\n",
    "            print(decode(input_ids[testi]))\n",
    "            print(decode(logits[testi].argmax(1)))\n",
    "            \n",
    "torch.save(model.to('cpu'), 'model/文字识别.model')"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "authorship_tag": "ABX9TyMn8k9j37HGBCAplZPQJ1Jp",
   "collapsed_sections": [],
   "include_colab_link": true,
   "mount_file_id": "1AiB-bjFpcWXp3eRsfXjWFC8-RpvHVQJS",
   "name": "Fine-tune TrOCR on IAM Handwriting Database using Seq2SeqTrainer.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python [conda env:pt]",
   "language": "python",
   "name": "conda-env-pt-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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